{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "jupyter": {
     "is_executing": true
    }
   },
   "outputs": [],
   "source": [
    "import matplotlib\n",
    "\n",
    "\n",
    "# 设置matplotlib以支持中文字体显示\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']  # 指定默认字体\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False    # 解决保存图像是负号'-'显示为方块的问题\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['材料1', '材料2', '材料3', '材料4']\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def check_sheet_names(file_path):\n",
    "    # 打开Excel文件，不加载任何数据\n",
    "    xl = pd.ExcelFile(file_path)\n",
    "    # 打印所有工作表的名称\n",
    "    print(xl.sheet_names)\n",
    "\n",
    "# 主程序\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "check_sheet_names(file_path)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def load_and_prepare_data(file_path):\n",
    "    materials = {}\n",
    "    for i in range(1, 5):\n",
    "        sheet_name = f'材料{i}'  # 使用正确的工作表名称\n",
    "        materials[i] = pd.read_excel(file_path, sheet_name=sheet_name)\n",
    "        # 使用索引位置而不是列名来指定数据\n",
    "        materials[i].columns = ['温度', '频率', '磁芯损耗', '励磁波形'] + ['磁通密度{}'.format(j) for j in range(1, 1025)]\n",
    "        materials[i]['材料类型'] = f'材料{i}'\n",
    "    \n",
    "    # 将所有材料的数据合并为一个DataFrame\n",
    "    data = pd.concat(materials.values(), ignore_index=True)\n",
    "    return data\n",
    "\n",
    "def plot_interactions(data):\n",
    "    # 温度和材料类型的影响\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.boxplot(x='温度', y='磁芯损耗', hue='材料类型', data=data)\n",
    "    plt.title('磁芯损耗随温度和材料类型的变化（箱形图）')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='材料类型')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.violinplot(x='温度', y='磁芯损耗', hue='材料类型', data=data, split=True)\n",
    "    plt.title('磁芯损耗随温度和材料类型的变化（小提琴图）')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='材料类型')\n",
    "    plt.show()\n",
    "\n",
    "    # 材料类型和励磁波形的影响\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.boxplot(x='材料类型', y='磁芯损耗', hue='励磁波形', data=data)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化（箱形图）')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(12, 6))\n",
    "    sns.violinplot(x='材料类型', y='磁芯损耗', hue='励磁波形', data=data, split=True)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化（小提琴图）')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()\n",
    "\n",
    "# 主程序\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "data = load_and_prepare_data(file_path)\n",
    "plot_interactions(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_interactions(data):\n",
    "    # 磁芯损耗随温度和材料类型的变化\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.lineplot(x='温度', y='磁芯损耗', hue='材料类型', data=data, marker='o')\n",
    "    plt.title('磁芯损耗随温度和材料类型的变化')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='材料类型')\n",
    "    plt.grid(True)\n",
    "    plt.show()\n",
    "\n",
    "    # 磁芯损耗随材料类型和励磁波形的变化\n",
    "    plt.figure(figsize=(12, 8))\n",
    "    sns.barplot(x='材料类型', y='磁芯损耗', hue='励磁波形', data=data)\n",
    "    plt.title('磁芯损耗随材料类型和励磁波形的变化')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.legend(title='励磁波形')\n",
    "    plt.show()\n",
    "\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "data = load_and_prepare_data(file_path)\n",
    "plot_interactions(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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9F0IILFy4EEuXLsXJkyfRrl07JCQkQKPRQAiBd955B2q1GjqdDs2aNcPQoUMRHh6O+vXrF3vP7Oxs5Ofnw2KxYPz48UhJSUGPHj0wbdo0zJw5Ex9++CEGDx4MoGACAlFkMgMhBBYtWoRevXqhUaNGyMvLg0ajgclkglqtxkMPPYTp06ejX79+6NGjB8aMGSOHHaCgtW3Pnj3FZgv85Zdf0KJFC3myi5ycHBw5csRmEggAGDp0KKKiouQQMXnyZHlyCutEHtnZ2VCpVDh//jzq1KkjB1yr8+fPQ6FQQK/XIy0tDXFxccjMzIROp8PFixcRERGBuLg4qFQqXL58GcOHD0ejRo3w7LPPyoHbXkj75JNP4Ovri9dff91mu9FotGmpWrJkCWbOnIkVK1agQ4cOAAomdrBO0mAymWA2myGEwIcffgidTofp06ejbt26GDt2LIQQePnll5GRkYH+/fuXWAsAfPnllxg/fjw+++wz/O9//7O7nz1nz55FaGgoQkNDi73WvHlzzJ8/H9nZ2XjppZfkn0lubi6MRiO8vLxsWm6EEDAajcjNzYVarYa3tzc6duyIjz76CO3atcOuXbvw33//4ZNPPilXjR4eHgAKWpFXr16NAwcOFNtHqVTKIa0so0ePRrdu3dCjRw/06NEDEydOxPTp07Fu3TqHg3fXrl1x+fJlZGdny78zROSinNIRkIionGbMmGEzfkKhUAiTySTeeust8fLLL4v4+HgxePBgcfLkSeHj4yMyMjLE/PnzxbFjx+T3sI5jOXLkiHjttdfEtWvXxDfffCMAiN9//13e7/jx48XGDwkhhMFgEPfcc49o0aKFPB6kWbNm4ptvvim2b3Z2tjyxgxBCpKam2h0LMn36dPm4bt26iWnTptl8pnXAunUMU1ZWlggJCRFLly4V0dHRomfPnmLSpElCiIKxJ56ensLPz0/4+fkJlUpl835CCNGyZUvx7bffilOnTtnU4eXlJe/j4+MjDh48KLRarQAgTp8+Lb/Wu3dvm+Os46o6dOggVq9eLdatWyc++ugjsWrVKtG1a1dhNptFZGSkPJDfavny5SIqKkoIIcQnn3xS6niZt956y+bYsiYT6Nevn/xzb9WqlWjTpk2xyRIefPBBERkZKbKzs0V2drbYsWOHACDS0tLE8ePHxahRo2zGLM2ZM0f07NlTfh4dHS3mzp1r854eHh7iq6++EkIIsWrVKgFA6HQ6IYQQFotFfPrppyItLU0IUTCuKCgoSPz555/ipZdeKjYmxzqGyc3NTR4bdDN+/fVXcd9995W6T2xsrAAg4uPjhRC24wPtPYr+3l+9elUEBQWJ5cuXy9vatm1b6nsUnoDCYDCILl26iMcff1z+uRcew/Tyyy+LN954QwhRMIap6KQPGzZskMcwZWZmCr1eLy5evChatGghAIhevXqJy5cvy/tbxzCVJiQkRMTExJS6DxHVfC7ZJS8tLU2++1gegwYNwtixYyunKCKy6+zZs5g6dSp8fX2xYcMGREVFwdPTE+fPn8fXX3+NiRMnYv78+Thx4gSmTp2K/v37Iz4+HhMmTEBMTAyAgsVcfXx8sGzZMly+fBkLFy6E0WjESy+9hI4dO2LcuHEwm824cOECOnbsiMWLF8ufn5+fj6effhrBwcE4ePAg/P39sWXLFrRp08ZmjMWECRPQqVMnm9qtrVyBgYG4fPkykpOT8cwzzwAoWOfn6tWrePHFF3Hu3Dns2LEDKSkp2LBhAx599FE0bdoUHh4exboQ+fr6YuTIkZgzZw5atWqFgIAAm5aPZcuWyWvMdOvWrdjPMy8vDx4eHsjNzUVwcDCEEPj555/lcUe5ubnIzs5GSEiI3KXQ2rVx1apV2LdvHxQKBTIyMjBv3jz4+PhgxYoVyMzMxMCBAzFr1iycPn0a06ZNw7PPPosVK1Zg9uzZxRYFHj58uNytMCcnB8899xzef/99DB06VO4md+XKFSiVSjz22GM2x544cQJ6vR4hISHYtm0bhBCYMmUKBgwYAJPJhLVr1+LixYvo2rUrhBDYuXMn/Pz8iv0spk+fDh8fH/j4+OCRRx4BANSqVQvt2rWDUqnE1KlT5RY6g8Fg09LWqlUrvP7660hKSsK1a9eQmZmJgwcPok+fPsjMzET37t0RFRWF/Px8ZGZmIjc3F5GRkXJXs+bNm+PixYs2XRutLl26hKlTpwIAtm3bhueff77YPo7y8PAo93pSzzzzDJKTk5GWloZr166hdevWeO+993Dt2jWkpaUhKSnJZtp8s9mM5557Dvfff3+xsVirVq2y+fsRQpTYKjtq1CgcOnQIer0eI0aMwPr16226tJ4+fRoRERHyc3vrhGVkZODHH3/EkCFD0KpVK3Tr1g0HDhyAp6cnGjVqhJ49e+Ldd98tc5Fqi8WCjIyMco8XI6Kax+UCU1paGvr06VPusPTbb79h9+7ddtefIKLKExYWhoULF8rd6ICC8Qw//PADLBYLhg0bhnnz5uHDDz+EVqvF1atX0bdvX9SpU0deq+Xvv/+G0WjEvffeK3c7cnNzgyRJmDp1Klq1aoX8/Hw0btwYo0ePxqRJk+QFO93d3ZGRkYEpU6agc+fOeOSRR9ClS5didWZlZRVbb8hKoVCgXr16yMvLw6ZNmwAUDPb/9ttvsXTpUjRr1gyDBw9GXFwc1Go17r//fkydOhV79+4t1g0RKOhqd+bMmWLr6Tji6tWrCA4OxtWrV1G3bl0ABd3NrIHi1KlTUKvVqFevnnzB6uXlBQDo2LEjNm3aZNNNy83NDd9++y1yc3Nx11134eTJk4iMjIQkSfjtt9/w+uuv45lnnkGDBg1s6rh48SLuvPNOnDx5EleuXEF4eDieeuop/Prrr/KkAN988w3q1auHHj162Bzr5eUFpVKJ1NTUYpN0KJVKfP/997jrrrvg5+eHP//8E8HBwTYLsFpNmDABqampSE1NLbbg6ptvvokzZ87IE1/k5+fbBCbgRne3WrVqISAgAHfddRfq16+PgIAA1KtXD+3atZPHAa1bt67Y5xft6qXX6zFr1iy0bt1antygPJNdlKRFixaIjY0tcXFee7y8vBASEiJ/X0XHMNWpU0f+nQCAESNGYMeOHXBzc8MTTzyB9u3b49ixYw59lslkwrPPPott27Zh2LBhCAsLw/jx47Fq1SoEBwejZ8+eyMnJwbFjx/D111/LXSALnw8K8/T0xMaNG3HnnXfi9OnT+O+//zBp0iQMGDAAhw8fRufOnYuF35LExMRAo9EgLCzM4Z8bEdVMLheYBg8ejKFDh5brmNzcXIwZMwbTp0+X78ASUdXx9vbGCy+8YLNNkiSMGzcOly5dQp8+fdCyZUs888wz2L59O7Zv3w6FQoGxY8fKkwrs27cPDRo0QIsWLYq9f+/evfHjjz/KF4CzZs1CYGAgxowZI++za9cujBs3zma2PQA2d8BTU1OLzW5XdOHbN998E61atQJQcANnypQp6NSpE1JTU3Ht2jV06tQJffr0wbvvvoshQ4bg3nvvRWBgoM17mM1m/Pvvv1AqlSXO/vbKK68gKCgIQUFB2Lt3r81rWq0WOp0OderUwdmzZ3HnnXcCKBiTZf2cY8eOoXXr1lCpVPLCudafzR133IEHH3zQ5j0lScKqVasQGxuLOnXqYOTIkWjbti1iYmLw5ZdfIi8vD2+99VaxOkeNGoXmzZujRYsWOHDgAFq2bIl27dohLCwMX3/9NVJTU/Hll1/if//7X4nj0S5evAiLxVIsiAEFkxYMHDgQe/fuRXBwMM6cOYO2bdvi448/ttnP09NT/lkVbYFq3Lgxunfvjh9//FH+GRVtbWjZsiVyc3MRFxeHoKAgfPPNN3LrmBAC58+fR1BQEF588UWMGDGiWJ1FjR8/HpMnT0ZkZCS++uqrMvd3RGhoKFq0aIFVq1Y5fIw1RGZkZCAzMxNms1luKcvIyJBbmay//6GhoejcuTPc3NzQtm1bvPjii/LvVllUKhUCAgKwc+dO1KlTBwAQGRmJn376CT179sSSJUvwww8/wMvLC3Xq1EF6ejqGDBlidzyXRqPBtm3b8OGHHyI8PBzffvstOnfujDFjxiAmJgbTp0+3mSTGnqVLl+LRRx+1OxaSiFyHy0368M033yAiIqLYifbvv//G66+/jpiYGDz44IP47rvv5P88P/roIxgMBqhUKuzcuRMPPvggT6BETmaxWBAQEACLxYLly5dj1qxZcve4gwcP4urVq2jbti1MJhNUKhV27NiBRx991KH39vDwwIwZMzBs2DCcPHmyWNe7wlq3bo3g4GAYjUYcOHBAvhBTqVTo1auXPJgdABYtWoTt27dj3bp16NOnD0aMGCG31pQ0lbk98+fPly+oi97E0ev1WLJkCQYPHozLly+jV69eNpMbWKfxbtKkCX7//Xc8+eSTAApax6w1/Prrr3KrRlZWFhQKhc33UZTFYkH9+vVx8eJFHDp0CCtXrpRfW716NTp27FjsmK+++gp79+7F8ePHceTIEVy6dAmPP/44gIJz7ssvv4zff/8dfn5+GD16dImfu2vXLoSHh5f4s3viiSfwxBNPACiYpKJ3795o0KABXnrpJbvfR0kWLlyIRo0aASjoNli0BVGhUMDT0xMNGjTAL7/8gsceewyenp4YOnQoYmNj8eijj6Jjx47FZuizZ8aMGXjttdfQokULbNu2rcR9bmYSgvHjx2PixIl45plnSv1du3r1Kq5du4YxY8bgr7/+snktOjq62GQO+/btw3333YcZM2aUq56iFixYYPO8cDDNzs7GtGnT8OKLL+LkyZMO//9rsVjQokULueXy8OHDDs+yd+bMGSxZsgS7du1y/JsgohrL5a76C/d/tsrMzMSjjz6KRx99FCdPnoRWq8X48eMBFPQjnz9/PiIiInDx4kVMnDgR/fv3l2dBIqKqY7FY8OSTT6Jdu3byv8E1a9bA29sbcXFx8qxmy5Ytw7Bhw9C3b19ERUXh3LlziIqKKnUmMqsXX3wR27Ztw6BBg3DixIlS160BCsJF3759MXXqVBiNRnTv3h0PPvggduzYgW3btsmtSTt37sTYsWMxY8YMuYuPJEnYtWtXieOMrEaOHClPd201atQoXLx4UZ4mWgiB7OxsAAXdF60X9d988w2Cg4Pl4AAUhMlmzZohLS0Nu3btkluLrly5grp16+L8+fPYuXOnPJ15enp6iRfn1sD65ptvyn8XM2bMwEsvvYQ333wTq1evhhAC3333Hbp06YKePXvKa/ccOnQIb731FiZPnoyWLVti6tSp6Nu3rzye6ZlnnkGtWrWwdetWfP755yW2ogEF08cXHdtU1Jo1a3D//fejc+fO2Lt3r9wF0SozMxNxcXGIi4tDcnJyseNbtGghf35GRobdLpdAQde5n3/+GaNGjcLzzz+Pjh074u6778aGDRuKTUdelMVigRAC3t7eJbaCFvbUU0+VOo15SYYNG4ZWrVph6NChpY7dee6557By5Ups374d+fn5MJlMsFgsaNOmDaZOnSqvwWQwGJCdnV2sa2pSUhI2bdqEiRMnyiFRp9MhMzMT+fn5MBqNyMzMlFsuy2KxWPDKK68gLy8PkyZNsnktNzcX999/vzxOsejaUAqFAuvXr8cDDzyAefPmoVWrVli+fHmJn1FYeno6Bg4ciBdeeKHErrdE5HpcLjCVZMuWLVCr1ZgyZQoaNGiAt99+W+6zvmLFCoSEhOD333/Hhx9+iD179mD//v2860TkBDqdTp70Qa/XIzMzE5GRkZg7dy40Gg327t2LCxcu4KeffsKTTz6JsLAw7N27Fw0bNsSvv/6Knj17AoDcWnTixAl5coTMzExER0fj+++/x6VLlwBADjtAwUQJWVlZSExMtBm/k5KSgldffRUzZszA8uXL4eHhgVatWuHpp5/Gww8/LC8ie88992DmzJkYO3asfGFnNpuLtVypVCpcunQJQggkJSVhxYoVOHXqFICCcUZAwd33sLAwCCEwffp07N69G7/++it69eqFBx98ELm5uTh48CAGDhyIL774AgkJCfJF5bp169CxY0fMnj0bd911FzIzMzFixAh8//33aNq0KT744AO0aNECDzzwgPwzKjodtclkgtFolCd90Ov1+Pvvv7Fx40ZMnjwZFosFhw8fxo8//giz2Yx+/fohOzsb//zzD4QQeOWVV9C8eXO88847+Oabb7Br1y58+OGH8s9z2LBhSElJkbt2zZkzB+np6TY1bNmyBYcOHcJrr70mb7OGDgBITk7GSy+9hKFDh+KNN97Ahg0bbMbcWPe33hCLiIiQJ+Owd0PszJkzJU4cUfh34cqVKwgNDcX69euh1WrRpEkTREdHF7uYL6rwdORW1qC2detWOdQdOnQI+/fvL/P9ipIkCWvWrEFKSgoefvjhYuOZLly4AKCgK+PUqVPh5eUFjUYjL1xrrU+SJCgUCnlKcZVKhfj4ePTr1w/h4eEIDQ3FqFGjcPLkSTRo0AAWiwWvvvoqAgICMHPmTGzevBkBAQHyv62iXVYL/x1aJ39Ys2YNvvzySwQGBkKhUODo0aO4cOECfvnlF+zfv18Oo9Zwd/78efnh5eWF5557Dtu3b8eXX36Jtm3byq9Zx7QVriEhIQFdu3ZF/fr1MXfu3HL9jImoBqviWfluGyg0nemMGTOEUqmUp+H18fERAEReXp54+eWXxYgRI2yO7dSpk1i4cKETqiZybW+99ZY4cuSIMBgM4sqVK2LixInC3d1ddOnSRdx9991CqVSKYcOGCUmSRJcuXUSnTp3k6aULi42NFbVr1y5xmuMOHTqI3NzcYscsWbJEABAajUbs27dPXLhwQfTq1Uu4u7uL+vXrix07dtjsf/r0adG+fXvh5eUlrl69avOadTrjotNsC1EwdbUkSXI9devWFdeuXRNCCDFz5kx5Cm8hhDhx4oSoW7euOHPmjBBCiL/++ktMmjRJPPLII6Jp06YiMDBQuLm5CUmSxN9//y3OnTsnAIhFixYJPz8/sWTJEqHVaoWPj494+OGHxdKlSwUAsXnzZvHdd9+Jxo0bC5VKJQYNGmRTY3Z2thgwYIDIzc0V2dnZIjU1VXTu3FnUqVNHdOzYUTRv3lzce++9okmTJsLDw0P07t1b1K9fX8ybN08IIcS///4rjhw5IiwWi3jnnXfEe++9Jy5fvizeffdd4efnJ3r06CHOnj0rDAaDmDlzpqhVq5ZQq9XioYceEunp6SI/P180a9ZMPPnkkzZ1TZw4UfTp00cYDAbRrl07Ubt2bbFx48aSf5mEEF27dhVTpkwp9veSl5dn8/f+xhtviG7dugkA4tChQzb7z5gxQzz//POiVatWQpIk0a5dO7Fw4UKRl5cnNmzYILp37y4kSRIajUa0bt1aPPbYY2Lx4sXFahk8eLB4+umnbbZptVrRvHnzYr+jDRo0EGfPnrX7fZUmIyNDTJs2TZjNZpvtX375pWjWrFmxqdetWrRoId5///0SXzOZTGLcuHFi7dq1IjEx0ea1Zs2aiVWrVhU7Jj4+XgAQ0dHRNtvHjh0rhg0bJlJSUsSdd94pAIgPP/xQfn327NlCoVDIP4sXXnhBfm316tVlToVe0qPwv/ecnBwxbdo0YTAY7PwEicgVMTAJIb7//nvRqVMnERsbK2JjY8XFixdFVFSUMJlM4qOPPhKDBw+WjzObzSI0NLTU/4SJqGocPXpUfPzxxyI+Pl5kZGQIAGLt2rXi/PnzQgghtmzZIiZMmFDisRaLRWRmZoqMjAz5UVJQskpPTxe7du0SWVlZ8rZJkyaJZcuWCb1eX+Ixer3eZn0nR+l0OpGRkSEyMzNtLmw/+eQTm8AkRMFFdXksWbJEmEwmcfz48WIXhRMnTpTXtrl06ZLw8/MTjzzyiEMX58uXLxcrV64UmZmZYsOGDcLPz08cPnxYDnsff/yxWL16dYnH5uTkiMGDB4vHH39c7Ny5s9jrOp1OLFq0SCxdulTelpGRIZKSkuzWExsbWyyoFjV37lyxdetW+XliYqJYsGCBzc/lm2++EXXq1BFPPPGE+O2332yOP3r0qKhXr554+umnxZdffin/3hWVmJgoli9fLl555RVx3333ibi4uFLrKio/P1/k5eWJvLw8eS2xymBdH6okjRo1Em+//Xa53/PKlSvyOmKOeOWVV8SAAQOEEEK88cYb4tNPP3X42BUrVsjrMDnCGpAL/5smIiqJJESRJeBdhCRJiI2NRcOGDZGZmYkWLVpg/vz56NatG1auXIk5c+bgypUrOHfuHO6++26sXLkSnTt3xoIFC/Ddd98hNja2WPcOInKuzMxMzmR5i6yTZNwKnU4HtVpt03WRqLyEEHYnWylJdna2vM4iEVFFcrlZ8kri7++PzZs34/XXX8eIESPQqlUrbN68GSqVCi1atMCPP/6IyZMn47///kOTJk2wadMmhiWi2xDD0q271bAEgAt9UoUoT1gCIC9ATERU0Vy2hYmIiIiIiKgsnCWPiIiIiIjIDgYmIiIiIiIiO1xmDJPFYkFiYiJ8fHzK3S+aiIiIiIhqDnF90ffQ0FAoFKW3IblMYEpMTES9evWcXQYREREREd0m4uPjER4eXuo+LhOYrDPnxMfHw9fX18nVEBERERGRs2i1WtSrV8+h2TVdJjBZu+H5+voyMBERERERkUNDdTjpAxERERERkR0MTERERERERHYwMBEREREREdnBwERERERERGQHAxMREREREZEdDExERERERER2MDARERERERHZwcBERERERERkBwMTERERERGRHQxMREREREREdjAwERERERER2cHAREREREREZAcDExERERERkR0MTERERERERHYwMBEREREREdnBwERERERERGQHAxMREREREZEdDExERORSfv/9dyxdutTZZRARUTXBwERERC5l2rRp+P77751dBhERVRMMTERERERERHYwMBEREREREdnBwERERERERGQHAxMREREREZEdDExERERERER2MDARERERERHZwcBERERERC4lLS0NX331FbKzs51dClUDDExEROSShBDOLoGInGTx4sX46aef8NNPPzm7FKoGGJiIiIiIyKWcP38eAJCUlOTkSqg6YGAiIiKXxBYmIiJyBAMTERERERGRHQxMRETkktjCREREjmBgIiIiIiIisoOBiYiIiIiIyA4GJiIiIiIiIjsYmIiIiIjIJXEsIzmCgYmIiFwSL5SISJIkZ5dA1QADExERERERkR0MTERERERERHYwMBERERGRS2LXXHIEAxMRERERuSSOYSJHMDAREZFL4oUSERE5wqmBKTMzE4cPH0ZGRoYzyyAiIiIiIiqR0wLTunXr0LBhQ4wcORLh4eFYt25dmcf07dsXkiTJj4ceeqgKKiUiIiKimohjmMgRKmd8aFZWFsaMGYO9e/eiTZs2WL58OSZMmIBnnnmm1OOOHj2KU6dOITw8HACgVqurolwiIiIiqoHYNZcc4ZTApNVq8fnnn6NNmzYAgPbt2yM9Pb3UYxISEiCEQOvWrauiRCIiIiIiIud0yatXrx6GDRsGADAajZg3bx6efPLJUo85cuQIzGYzwsPD4eXlhcGDB3PsExERERERVSqnTvpw4sQJ1KlTB9u2bcMXX3xR6r4xMTFo27YttmzZgkOHDiE2NhaRkZF299fr9dBqtTYPIiIiIiKi8nBqYGrTpg127NiBpk2bYuTIkaXuGxkZiZ07d6Jt27a48847MXv2bKxfv97u/tOnT4efn5/8qFevXkWXT0RE1RgHexMRzwPkCKcGJkmS0KFDB6xYsQK//PILMjMzHT42ODgY6enp0Ov1Jb4eGRmJrKws+REfH19BVRMRERFRTcBJH8gRTglMe/bswYQJE+Tnbm5ukCQJCoX9cgYNGoT9+/fLzw8ePIiQkBBoNJoS99doNPD19bV5EBERERERlYdTZslr1qwZlixZgqZNm+LRRx/F+++/j0ceeQS+vr7QarXw8PAoNmX4nXfeiTfffBPz5s1DWloaIiMjMXr0aGeUT0RERERELsIpLUx169bF+vXrMX/+fLRq1Qo6nQ4rV64EUDCuacuWLcWOmThxItq0aYPevXtj9OjRGDNmDN57772qLp2IiIiIiFyIU1qYAODhhx/Gv//+W2x7XFxcifur1WosW7YMy5Ytq+TKiIiIiIiICjh10gciIiIiIqLbGQMTERG5JE4nTEREjmBgIiIiIiKXxBsn5AgGJiIickm8UCIirsNEjmBgIiIiIiIisoOBiYiIiIiIyA4GJiIiIiJySeyaS45gYCIiIiIil8QxTOQIBiYiInJJvFAiIiJHMDARERERERHZwcBEREQuiS1MRETkCAYmIiIiIiIiOxiYiIiIiIiI7GBgIiIiIiIisoOBiYiIXBLHMBERkSMYmIiIyCUxMBERkSMYmIiIyCUxMBERkSMYmIiIiIiIiOxgYCIiIpfEFiYiEkI4uwSqBhiYiIiIiMgl8cYJOYKBiYiIiIiIyA4GJiIiIiIiIjsYmIiIiIiIiOxgYCIiIiIiIrKDgYmIiIiIiMgOBiYiIiIiIiI7GJiIiIiIiIjsYGAiIiIiIiKyg4GJiIiIiIjIDgYmIiIiIiIiOxiYiIiIiIiI7GBgIiIiIiKXJIRwdglUDTAwEREREZFLkiTJ2SVQNcDAREREREREZAcDExERERERkR0MTERERERERHYwMBEREREREdnBwERERERERGQHAxMREbkkTidMRESOYGAiIiKXxMBERDwPkCMYmIiIiIjIJXEdJnIEAxMREbkk3lkmIiJHODUwZWZm4vDhw8jIyHBmGURE5IIYmIiIyBFOC0zr1q1Dw4YNMXLkSISHh2PdunVlHrNnzx60aNECQUFBmDt3bhVUSURERERErswpgSkrKwtjxozB3r17cerUKSxcuBATJkwo9ZjU1FT07dsXQ4YMwcGDB7F69Wr8+eefVVQxERHVNGxhIiIiRzglMGm1Wnz++edo06YNAKB9+/ZIT08v9ZjVq1cjNDQUkydPRtOmTfHBBx9g2bJlVVEuERHVQAxMRETkCKcEpnr16mHYsGEAAKPRiHnz5uHJJ58s9ZgTJ06gR48e8mwmnTp1wrFjx+zur9frodVqbR5ERERWDExEROQIlTM//MSJE+jZsyfc3Nxw5syZUvfVarVo2bKl/NzX1xeJiYl2958+fTo++uijCquViIiIiIhcj1NnyWvTpg127NiBpk2bYuTIkaXuq1KpoNFo5Ofu7u7Q6XR294+MjERWVpb8iI+Pr7C6iYio+mMLExHxPECOcGoLkyRJ6NChA1asWIHGjRsjMzMT/v7+Je4bGBiI1NRU+Xl2djbc3NzsvrdGo7EJWERERIXxQomIuHAtOcIpLUx79uyxmRXPzc0NkiRBobBfTseOHXHw4EH5eVRUFMLCwiq1TiIiqrkYmIiIyBFOCUzNmjXDkiVLsGTJEsTHx+Pdd9/FI488Al9fX2i1WhiNxmLH9O3bF3/99Rd27doFo9GIWbNmoVevXk6onoiIiIiIXIVTAlPdunWxfv16zJ8/H61atYJOp8PKlSsBFIxr2rJlS7FjgoKCMG/ePDz22GMICQnB2bNn8f7771d16UREVEOwhYmIiBzhtDFMDz/8MP79999i2+Pi4uweM2rUKPTq1QsxMTG4//774e3tXYkVEhFRTcbAREREjnDqpA83IyIiAhEREc4ug4iIqjkGJiIicoRTpxUnIiIiIiK6nTEwEREREZFLYkszOYKBiYiIXBIvlIiI6zCRIxiYiIjIJTEwERGRIxiYiIjIJTEwERGRIxiYiIiIiIiI7GBgIiIiIiIisoOBiYiIXBK75BERkSMYmIiIiIiIiOxgYCIiIpfEFiYiInIEAxMREREREZEdDExEROSS2MJERESOYGAiIiIiIiKyg4GJiIiIiIjIDgYmIiJySeySR0REjmBgIiIil8TAREREjmBgIiIiIiIisoOBiYiIiIiIyA4GJiIiIiIiIjsYmIiIiIiIiOxgYCIiIpfESR+IiMgRDExERERERER2MDARERERERHZwcBERERERERkBwMTERERERGRHQxMREREREREdjAwERERERER2cHAREREREQuRZIkZ5dA1QgDExERERERkR0MTERERERERHYwMBERERGRSxFCOLsEqkYYmIiIiIiIiOxgYCIiIiIiIrKDgYmIiIiIiMgOBiYiIiIiIiI7GJiIiIiIiIjsYGAiIiKXxFmyiIjIEQxMREREREREdjAwERERERER2cHAREREREREZIfTAtOmTZvQqFEjqFQq3HXXXThz5kyZx/Tt2xeSJMmPhx56qAoqJSIiIiIiV+WUwHThwgWMGDECM2bMQEJCApo1a4aRI0eWedzRo0dx6tQpZGRkICMjA5s2baqCaomIiIiIyFWpnPGhZ86cwYwZMzBw4EAAwOjRo/H444+XekxCQgKEEGjdunVVlEhEREREROScwNSnTx+b52fPnkXTpk1LPebIkSMwm80IDw9HRkYGnnjiCSxatAgBAQGVWSoREdVQnFaciIgc4fRJHwwGA+bMmYNRo0aVul9MTAzatm2LLVu24NChQ4iNjUVkZKTd/fV6PbRarc2DiIiIiIioPJwemKZMmQIvL68yxzBFRkZi586daNu2Le68807Mnj0b69evt7v/9OnT4efnJz/q1atX0aUTEVE1xhYmIiJyhFMD0x9//IGFCxfihx9+gFqtLtexwcHBSE9Ph16vL/H1yMhIZGVlyY/4+PiKKJmIiIiIiFyI0wJTbGwshgwZgoULF6Jly5Zl7j9o0CDs379ffn7w4EGEhIRAo9GUuL9Go4Gvr6/Ng4iIiIiIqDycMulDXl4e+vTpg379+uHJJ59ETk4OAMDLywvZ2dnw8PAo1uJ055134s0338S8efOQlpaGyMhIjB492hnlExERERGRi3BKC9OOHTtw+vRpfPPNN/Dx8ZEfly5dQps2bbBly5Zix0ycOBFt2rRB7969MXr0aIwZMwbvvfeeE6onIqKagGOYiIjIEU5pYerXr5/d/6ji4uJK3K5Wq7Fs2TIsW7asEisjIiIiIiK6wemz5BERETkDW5iIiOcBcgQDExERuSReKBGRJEnOLoGqAQYmIiIiIiIiOxiYiIiIiIiI7GBgIiIil8QueURE5AgGJiIickkMTERE5AgGJiIiIiIiIjsYmIiIyCWxhYmIiBzBwERERERERGQHAxMREREREZEdDExERERERER2MDAREZFL4hgmIiJyBAMTERERERGRHQxMRETkktjCREREjmBgIiIiIiIisoOBiYiIXBJbmIiIyBE3FZgsFgtSUlKg0+kquh4iIiIiIqLbhsrRHbOysvDFF1/g559/Rl5eHmrVqoWcnBzk5OTgvvvuw6hRo3DvvfdWZq1ERERERERVyqEWptWrV6Nz587w9fXFjh07cPbsWRw4cAAnT57EuXPn8MILL2Dy5Ml49tln2epEREREREQ1RpktTF9++SW2bNmCgwcPIiAgoNjrSqUSPXv2RM+ePfHVV1+hd+/e2Lt3b6UUS0REVFE4homIiBxRZgvTiBEjsGXLlhLDUlFjxozB//3f/1VIYURERERERM5WZguTl5dXud7Q19f3poshIiKqKmxhIiIiRzg06cMbb7yBJk2aQAgBSZLs7ieEQEpKCj755JMKK5CIiIiIiMhZHApM0dHR+OKLLxx6w549e95SQURERFWBLUxEROQILlxLRERERERkBwMTERG5JLYwERGRIxiYiIjIJTEwERGRIxiYiIjIJTEwERGRIxiYiIjIJVksFmeXQERE1QADExERuSS2MBERzwPkCAYmIiJySbxQIqLS1hclsmJgIiIil8TAREREjnBo4dqkpCSsXLkSQgg5iRf9j0aSJAghoNVqK75KIiKiClD4/y6OYSIiIkc4FJjOnDnj8BsOHz78poshIiKqTIUDE1uYiIjIEQ4FppIkJSXBaDQW216/fv1bKoiIiKiyFG5VYmAiIiJH3FRg6t69O/bu3VtsuyRJMJvNt1wUERFRZWNgIiIiR9zUpA9nz57FsWPHYLFYbB4MS0REdDsr3MLEMUxEROSIm2ph+uijjzBs2DD0798f7u7uNq998MEHFVIYERFRReMYJiIiKq+bCkwTJ05Ehw4dkJSUVNH1EBERVRoGJiIiKq+bCky9evXCsGHD8MQTT1R0PURERJWGgYmIiMrrpgLTX3/9hXXr1iEkJKRYl7yLFy9WSGFEREQVjYGJiIjK66YC0/fff1/RdRARERERVSneOCFHOBSYRo4cifvuuw/Dhw+HJEno1q1bZddFRERU4djCRESFSZLk7BKoGnBoWvGlS5fC29sbTz75JNasWVMhH7xp0yY0atQIKpUKd911F86cOVPmMXv27EGLFi0QFBSEuXPnVkgdRERERERE9ji8DtPTTz+NDRs2wGg04sknn8SmTZtu+kMvXLiAESNGYMaMGUhISECzZs0wcuTIUo9JTU1F3759MWTIEBw8eBCrV6/Gn3/+edM1EBERERERlaVcC9dKkoTnnnsO69atw9WrV/HUU09hx44d5f7QM2fOYMaMGRg4cCBCQkIwevRoREVFlXrM6tWrERoaismTJ6Np06b44IMPsGzZsnJ/NhEREcAueURE5JhyBSYrlUqFV155BWvWrMGZM2fwzDPPYO/evQ4f36dPH7zyyivy87Nnz6Jp06alHnPixAn06NFD7mvaqVMnHDt2zO7+er0eWq3W5kFEREREZMUbJ+SImwpMVm5ubvjf//6HFStW4MCBAxgyZAguX75crvcwGAyYM2cORo0aVep+Wq0WERER8nNfX18kJiba3X/69Onw8/OTH/Xq1StXXURERERUs3HSB3KEw4GptHDi6emJSZMm4euvv0bt2rXLVcCUKVPg5eVV5hgmlUoFjUYjP3d3d4dOp7O7f2RkJLKysuRHfHx8ueoiIiIiIiJyeB2m8PBwuLm5ITw8HA0aNED9+vXRoEEDm0e9evXg5ubm8If/8ccfWLhwIQ4dOgS1Wl3qvoGBgUhNTZWfZ2dnl/pZGo3GJmARERERERGVl8OBKSUlBUlJSUhKSkJiYiLOnDmDnTt34uDBg5AkCUIIKBQKmEwmh94vNjYWQ4YMwcKFC9GyZcsy9+/YsSN++OEH+XlUVBTCwsIcLZ+IiMim+w274hARxzCRIxwOTPPnz8fFixdx4cIFxMfHw8fHBxERERgzZgwaNWqExo0bo3Hjxg69V15eHvr06YN+/frhySefRE5ODgDAy8sL2dnZ8PDwKNbi1LdvX7z22mvYtWsXunXrhlmzZqFXr17l+FaJiIiIiG7gjRNyhMOB6bfffsPFixeh0+nQrVs3NGvWDE2aNEGTJk3QuHFjNGrUyOEucDt27MDp06dx+vRpfPPNN/L22NhYdO/eHZ9//jn69+9vc0xQUBDmzZuHxx57DN7e3vD398fy5csdLZ+IiIiIyAZbmMgRDgcm6xTeaWlpOHToEPbv34/169fj4MGDAAoSet26dR2aXKFfv352f0Hj4uLsHjdq1Cj06tULMTExuP/+++Ht7e1o+URERLw4IiKicnM4MHXs2BHJycm4evUqzGYzQkJCUL9+fQwYMMBmEojKFhERYTO9OBERERHRzeBNFHKEw4Hptddek0NReWfDIyIiIiIiqo7KDExz5sxBXl4e3n///TLf7Pjx45g8eTK2bNlSIcURERERERE5U5kL144dOxaxsbF4+OGHcerUqRL30el0mDp1KoYPH46ZM2dWeJFEREQVoXD3G3bFISIiR5TZwuTm5oZly5bhjz/+wOuvv46srCx07NgRISEhyMnJwfnz53H27Fk899xzOHLkCDw8PKqibiIiIiIiokrn8Bimnj17omfPnkhJSUF0dDRSUlLg5eWFF198EW3atKnMGomIiCoEW5WIqDCuw0SOcDgwWQUHB6Nnz56VUQsREVGVYXgiIiJHlDmGiYiIqKbgGCYiIiovBiYiIiIiIiI7GJiIiMhlsIWJiArjGCZyBAMTERG5DIYkIiIqLwYmIiJySQxPRETkCAYmIiJySQxMRETkCAYmIiIiInJJvHFCjmBgIiIil8GLIyIiKi8GJiIiIiJySbyJQo646cB09epVvP/++/Lzc+fOYdy4cTh79myFFEZERFSZeKFERDwPkCMcCkxfffUVtFotAKB79+5ISkqCh4cH5s6dK++TkJCApKQkPPPMM5VTKRERUQXi+itExMBEjnAoMCUkJCAqKgoAEBYWhosXL8LX1xe+vr5ISkoCUBCk1q5di5ycnMqrloiI6BYUDkkMTERksVicXQJVAypHduratSvWrl0LvV4Pk8mEzZs3Izc3Fz4+Pli3bh3uuOMOAAXd9JRKZaUWTERERERUEcxms7NLoGrAocDUqlUrDB06FGfOnMHVq1dx+PBhHDlyBHq9Hl988QXq1asHAFAqlZgwYUKlFkxERFQR2MJERGxhIkc4FJjq1asHd3d3/Pnnn9i6dSvWrl2L5cuXY/r06UhNTbUZy0RERHS7YkgiosLYwkSOcCgwKRQKPPvss8jLy0Pbtm2RmpoKAIiIiMChQ4cqtUAiIqKKwjFMRFQYAxM5wuFpxb/++mt4eHjg448/xvPPP4+6deti8ODBGDBgAJo3b46EhITKrJOIiOiWMTAREXAjKJlMJidXQtWBw4HJx8cHAPDrr78CANRqNfR6PXbs2IF58+YhLCysciokIiKqIAxMRATcCExsYSJHONQlz93dHSaTCb6+vsjNzYWvry90Oh1q164NANi8eTOAgoFz+fn5TOtERHRbYkgiIuBGyxKvWckRDrUwxcfHIzw8HPHx8QgLC0N8fDxCQkLwv//9DxqNBi+88AJiYmIQHx+Py5cvV3bNREREREQ3zcjAROXgUGCqXbs28vLy4Ovri7y8PPj5+cFoNGLatGk4c+YMkpOT8cADD+Ds2bMIDQ2t7JqJiIiIiG6amYGJysHhMUwrVqyAJEk4fvw4AGDcuHEAgKCgIPz000946aWXcPHixUopkoiIiIiooliDEscwkSMcGsMEAL179wYAeZHad9991+b1yMjICiyLiIio4gkhnF0CEd0GTKaCoGQ0Gp1cCVUHDgemwk6dOgU3NzdIkgSz2QyLxYJWrVphx44dWLRoETZs2FDRdRIREd2ywoGJ4YnIdZkt12fJs1icXAlVBw4Fpj59+sDd3R16vR7z58/HAw88gICAAPk/m3r16mHXrl0YNWoUPv7440otmIiI6GYVDkkWXigRuSyLdVpxE7vkUdkcCkynT5/Gd999h6lTpyI7OxsAio1X+uSTT9C2bVsMHTq04qskIiKqAAxJRGQ2m+WbJyYzJ32gsjk06YO3tze6deuG4OBgAAXrWJhMJixevBiHDx9Gbm4u6tSpg08//bRSiyUiIqooHOxN5JoK/9vneYAc4fAseUWlp6fjxx9/xJgxYxAWFobffvsNgYGBFVkbERFRhSp8ccQxTESuqXBLs8XMVmcqm8OBqWg3hpCQEOzZswfHjh1DUlISmjZtim7dukGr1VZ4kURERBWhcGBi9zwi11T4374QPA9Q2RwawxQdHQ21Wg0AmDRpEoQQmDp1qvy6u7s7ZsyYgdjYWEybNg2zZ8+unGqJiIhuQeELJXbFIXJNNi1MFrY0U9kcamHKz8+H2WxGfn4+2rRpgzFjxiAvLw95eXnIzc1FZmYmAOC9997DkiVLkJubW5k1ExER3RTbCyXeWSZyRbbnAd44obI51MLk5uYGi8WCxx57DDt37kRkZCQmTJiARYsW2ezXpk0bvP3229BoNJVSLBER0a1gYCIi2y55bGGisjkUmDZv3gx3d3f89ddf2LlzJ4QQ2L17NxYuXIimTZvK+7m7u+Odd96BSnVT6+ESERFVKs6ORUSFMTCRIxxKNjNmzIBGo4HJZJKnDler1Xj33XfRvn17eb/Y2Fg88cQTWLBgQeVUS0REdAs46QMRFca4RI5wKDAdOHAAAODj44M///wTAHDlyhU0a9YM69evR61atQAAW7ZsweTJkyupVCIiolvDFiYismlVYgsTOcDhacWFEHj++efl5+Hh4XjppZdw+fJleVuXLl2wb98+hz88LS0NERERiIuLc2j/vn37QpIk+fHQQw85/FlEREScJY+ICgcmdskjRzg82EiSJCxcuNBmW9Gud9aWJkekpaWhT58+DoclADh69ChOnTqF8PBwAJCnOiciInIEJ30gIoYkKi+HWpjMZjPq1q1b4mvp6ekYOnQoFi9eXK4PHjx4MIYOHerw/gkJCRBCoHXr1vD394e/vz+8vLzK9ZlEROTa2CWPiIpigKKyOBSYlEoltFptse0//PAD7rjjDuTk5ODBBx8s1wd/8803eOONNxze/8iRIzCbzQgPD4eXlxcGDx6MjIyMcn0mERG5NrYwERFReTk8hqno2kpZWVmYOnUqFixYgM2bN0OlUuF///sfYmNjHXq/iIiIchUaExODtm3bYsuWLTh06BBiY2MRGRlpd3+9Xg+tVmvzICIi18ZZ8oioaIsSzwVUFocC04wZM6DX6zFr1ix8+eWXAAA/Pz+cPn0agwcPBgCkpqbi0qVLePLJJyul0MjISOzcuRNt27bFnXfeidmzZ2P9+vV2958+fTr8/PzkR7169SqlLiIiqj4KXyixSx6RayoakNglj8riUGCKjo6G2WzGmTNnkJCQIG9ftWoVjh49CgDo1KkT1q9fj/j4+MqptIjg4GCkp6dDr9eX+HpkZCSysrLkR1XVRUREt6/CF0q8SCJyTUX/7fNcQGVxKDB9//338PDwwHfffYfp06fjxIkT6NSpE8aPH4+YmBh5P5VKVWm/dIMGDcL+/fvl5wcPHkRISEixroJWGo0Gvr6+Ng8iInJtHMNERAxMVF7lmlbc6vvvv0fHjh2xa9euCg8iWq0WHh4exaYMv/POO/Hmm29i3rx5SEtLQ2RkJEaPHl2hn01ERDUbu+QREccwUXk5FJhiYmJgsVgQHx8PhUKB2bNnIzk5GVFRUTbBJiUlBQqFw/NIlKhNmzb4/PPP0b9/f5vtEydORGxsLHr37g0fHx+MGTMG77777i19FhERuRaGJCIqeh5gYKKyOBSY2rRpA7PZjGbNmsHX1xdXr17F3r17MXr0aLi5ucn7SZKEvn37lquAoinf3kK2arUay5Ytw7Jly8r1/kRERFaF/8/hRRKRa2KXPCovhwKTwWBAQEAAMjIyYDKZAAADBw5Enz594OnpWakFEhERVRRO+kBERW+W8OYJlaXcY5hUqhuHdOzYEYGBgXj88cfRt29ftGzZsuIrJCIiqiCFL4zYPY/INRX9t89zAZXFoQFHQgjk5eUV27506VI89dRTOHLkCO655x7Mnz+/wgskIiKqKIVbldjCROSa2MJE5eVQC5MkSdiyZUux7ffccw/uuecevPnmm8jLy4PBYKjwAomIiCpK4TvJvEgick0MTFReDk9p17NnTxw6dMju6x4eHvDz88Ply5crpDAiIqKKxi55RMTAROVVrjnABw8eLH89adIkDBkyBMePH4cQAs8++yzq1q2LPn36VHiRREREFYGz5BERxzBReZUZmP744w888MAD+PXXX+Hp6Yk9e/bgp59+wttvv40mTZqgW7du6NGjB7y8vDB69Gg8++yzVVE3ERFRubFLHhEV/bfP8YxUljID01133YUXXngBc+fORUJCAjIyMvDdd9/hnnvuwbVr19CnTx8sWrQIbm5uWLp0KU6cOFEVdRMREZUbAxMRsUselVeZgSkwMBAvvvgi/vzzT9SvXx/9+/fH1q1bsWbNGpjNZjRu3BgtWrTAggULsHz5cqjV6qqom4iIqNwKByZ2wyFyTUUDEs8FVBaHxjBduXIFv/zyCyRJgl6vBwDMnTsX27dvR8OGDWE2m/Hiiy+iV69e2LVrF3Q6XaUWTUREdDM46QMRsYWJyqvMwHTo0CF06NABf/31FywWC0aNGoVHHnkEo0ePxrp16zBx4kS0a9cOd9xxB+Lj43H//ffD09OzKmonIiIqF7YwEVHRMUscw0RlKXMdps6dOyM2Nhaenp74+eef8fXXX2PHjh347LPPkJWVhYYNG+LPP//EnDlz8PTTT0OSpKqom4iIqNwYmIiIs+RReZUZmCRJgru7Ow4fPoyxY8fCzc0Nffr0QZ8+ffDHH3/g119/ha+vLz766CP069cP27Ztq4q6iYiIys1kMslf8yKJyDVZW5QEAAlsYaKylRmYAMBoNGLIkCG4ePGivE2j0cDb2xsKhQKrVq2CxWJBWFgYTp06VWnFEhER3Qq2MBGRPGZJUgDCwjFMVCaHJn1QqVRIS0vDtGnTcPjwYQgh0KxZM6SnpyM1NRVpaWkMS0REdNsrHJIKtzYRkeuwCUzgpA9UNodamMxmMzw8PKBUKvHRRx/hyJEj0Ov16Nmzp7xPbGwsevbsiUGDBuHVV1+ttIKJiIhuFluYiEjugnc9MLFLHpXFocCUn58PT09PvPvuuwCAixcvYtq0afjtt9+wbNkytGvXDgCQl5fHGfLotnbu3DnUqVMHPj4+zi6FiJygcKsSW5iIXJP1ZomQFJDAmydUNocCk6+vL2JjY+XnjRo1wnfffYddu3bhrrvuQlBQUKUVSFRRMjMz8fLLL6NLly6YMWOGs8shIidgYCIitjBReTkUmOx56KGHKqoOokqXmZkJoGBtMSJyTeySR0Qcw0Tl5dCkD0RERDUBpxUnIvnfvkJh+5zIDgYmIiJyGWxhIqIbY5iUNs+J7GFgIiIil1F4sDfHMBG5JnbJo/JiYCIiIpch30mWlAxMRC7qRmBiCxM5hoGJiIhchtzCpFDCbOZdZSJXZL1ZIhQMTOQYBiZyGZIkObsEInKyG4O9lbxIInJRN84DKtvnRHYwMJHL4DoLRMTARESFW5oLPyeyh4GJiIhcRuHZsUxmjmEickXy+MXrgYnjGaksDEzkMtglj4gKtzBZOIaJyCXdaGFS2zwnsoeBiYiIXEbhacUtFl4kEbkio9FY8IVSZfucyA4GJiIichkFgUkCJAXMXHuFyCXdmCVPZfOcyB4GJnIZnPSBiCwWCyBJACQIi4XnBSIXdCMwFXTJYwsTlYWBiVwGxzARkRyYrp8PLGxlInI5RbvksYWJysLARERELqMgIN0ITGxhInI91sDEFiZyFAMTERG5DCGE3CUPYAsTkSuSW5SUatvnRHYwMBERkcuQW5gYmIhclsFgAACI64HJ+pzIHgYmchnsekNEFosFQpIgOIaJyGXJXfKUbjbPiexhYCIiIpdRcOPkRgsTb6QQuR6OYaLyYmAiIiKXwVnyiOjGLHkMTOQYBiYiInIZRVuU2MJE5HoMBgMgKSAUyhvPiUrBwERERC7DbDaDkz4QuTaj0QgolICkvPGcqBQMTERE5DKEEAUTPlzvklcQoIjIlRiNxoLWJYVCfk5UGgYmIiJyGUUXrmULE5HrMRgMEJISkBSApGCXPCoTAxO5DI5VICKz2WyzcC3PC0SuR28wyN3xoFAyMFGZnBqY0tLSEBERgbi4OIf237NnD1q0aIGgoCDMnTu3coujGod3konIYp1WnF3yiFyWQW+AuN4dT0hK6PV6J1dEtzunBaa0tDT06dPH4bCUmpqKvn37YsiQITh48CBWr16NP//8s3KLpBrFZDI5uwQicjKzyQwhKSCkgv/+GJiIXE/BLHkqAIBQKDmGicrktMA0ePBgDB061OH9V69ejdDQUEyePBlNmzbFBx98gGXLllVihVTT8MKIiExmk806TDwvELkeg9EgTykOSVnQRY+oFE4LTN988w3eeOMNh/c/ceIEevToAen6f3KdOnXCsWPH7O6v1+uh1WptHuTaeGFERGaTSR7oDfC8QORqzGZzwXngemASCiUMegYmKp3TAlNERES59tdqtTbH+Pr6IjEx0e7+06dPh5+fn/yoV6/eTddKNQMvjIjIVCQwsasukWuRJ3goNOmD3sAxTFS6ajNLnkqlgkajkZ+7u7tDp9PZ3T8yMhJZWVnyIz4+virKpNsYAxMRmUwmmzFMHLtA5FqsgcnaJU9IShjZJY/KoHJ2AY4KDAxEamqq/Dw7Oxtubm5299doNDYBi4iBici1WSyWgvOAQiHfXWZgInItcguTdQyTQgWz2QyTyQSVqtpcFlMVqzYtTB07dsTBgwfl51FRUQgLC3NiRVTdcFpxItcmhyNJWRCawC55RK7GOoW4UNyYJQ8A12KiUt12gUmr1ZZ4x69v377466+/sGvXLhiNRsyaNQu9evVyQoVUXTEwEbk26/8tQlJCSLxIInJFxcYw8VxADrjtAlObNm2wZcuWYtuDgoIwb948PPbYYwgJCcHZs2fx/vvvO6FCqq7YJY/Itck34xQKuTsOL5KIXEvRMUw8F5AjnN5ZUwhh87y0hWxHjRqFXr16ISYmBvfffz+8vb0ruTqqSYr+rhGRa7F2xYFCxRYmIhdVdAwTu+SRI5wemMorIiKi3FOSEwHskkfk6uQ7y5KSd5WJXFTxSR94LqCy3XZd8ogqC7vkEbk2mwslXiQRuSR50gdJafOn3AJNVAIGJnIZbGEicm03ZsdSyjNkMTARuZYbYxmvd7JScIkBKhsDE7kMtjARubYbLUwqeWYs3lUmci2c9IFuBgMTuQwGJiLXlp+fD6Bg/RVrC5N1GxG5hhvTihdcAnMCGHIEAxO5DAYmItdWeJY8KFW224jIJRRbh4ktTOQABiZyGRzDROTabrQwKdnCROSi5AWsFbaTPnAME5WGgYlcRuEWJq7JROR6bFqYGJiIXJLJZCr44nqXPOuf8naiEjAwkcsofPeId5KIXE9eXh4A2zFM7JJH5FpuzJJn2yWP1wVUGgYmchmF+yezrzKR65Fbkwq1MFlDFBG5BrlLXpEWJgYmKg0DE7mMwidDBiYi13NjHSYVIEmAQsUueUQuRr4WkBeuZWCisjEwkcsofDJkX2Ui1yO3JinVAAqCE1uYiFyLPJ5Zcf0S+HqXPM6kS6VhYCKXUTgkMTARuR55DJM1MCkZmIhcDbvk0c1gYCKXUXhmPE4xTuR6Ck/6UPCnGjoGJiKXUnSWPMFZ8sgBDEzkkiRJcnYJRFTFdDpdwRfXW5igUCOfgYnIpXBacboZDEzkMgqHJAYmItej0+kKxitY7ywrVTAYDLxQInIhDEx0MxiYyGUoFDd+3RmYiFyPTqeDUKjl59axTBzHROQ6rMGo6BgmBiYqDQMTERG5BJ1OJ4ckAMD18CR31SOiGo9jmOhmMDCRyyg8ZSgnfSByPTpdXoktTAxMRK7jxjpMnCWPHKdydgFEVaXw3SOeGIlcT15+HoS7h/ycgYnI9VivBdxj90GRnwWLxttmO1FJGJjIZRS+KOKYBSLXYjAYYDaZbsyQB8hd8ng+IHIdRqMRUCihyM+CUpcOXF9yhDdSqTTskkcuIycnp8Sviajmu7EGEyd9IHJlBoPhRne8QhiYqDQMTOQysrKySvyaiGq+Ymsw4cYCtgxMRK7DaDTemCEPAK7PmsvARKVhYCKXkZGRUeLXRFTzldTCBI5hInI5er1evlkikxTQ6/XOKYiqBQYmchmFQ1JmZqbzCiGiKicHJuWNCyXrRVN+fr5TaiKiqqfX6wsWsC5MoWJgolIxMJFL0Ov1yM/Ph0XjC4Bd8ohcjXwxVPjO8vUWJgYmIteh1xsgJNsWJqFQFoxtIrKDgYlcgnWSB4vGBwCQnZ3tzHKIqIpZQ5HNpA9sYSJyOQZD8RYmISl5HqBSMTCRS5AvltQeNs+JyDXIEzsUvlBiYCJyKSaTCQaDQZ4h00oo1dBx8hcqBQMTuQTrgnTWkyRnwyFyLfJNE86SR+SySmppBgAo1DwPUKm4cC25BHF9YTp7z4moZis8hsn9wm4o8rNg0XjbvkZENdqN5QWKjGFSqmDMNcBkMkGl4qUxFccWJnIJ0vV1FqwreisU/NUnciU37iyroMjPglKXDoU+2+Y1IqrZSlxeoNBztjKRPbxqJJcgByaIIs+JyBXIochm/RXJ9jUiqtFyc3MBAELlZvvC9efW14mKYmAil8AueUSurXALkw2lmoGJyEXIM+QqbQOTuP6cM+iSPQxM5BKskz4U3F2WbjwnIpdwY+Haol1xVOyGQ+QirEuMCDuByfo6UVEMTOQSrIO6hUIJKLmiN5GruTGteNEFK1WcTpjIRciBqUiXPKHS2LxOVBQDE7mEwhdLvKNM5HrstzCpkc/zAZFLsHa5E0qNzXZ2yaOyMDCRSyi89gIDE5HrkacTLrxwLa4vWKnTcVwjkQvIysoCAAi1u81263Pr60RFMTCRSzAYDAVfKJQQCuWN50TkEnJzcwsGektF/ttTusFsNrObLpEL0Gq1AEpqYdLYvE5UFAMTuQRrQBIKJSApodczMBG5kuzsHFiKdMcDboxl4NgFoppPbmFSsYWJyoeBiVxC4TVYhEIFvT6fXXCIXEhOTnaxmbEAzo5F5EoyMzMLJn5RFpn85XqAyszMrPqiqFpgYCKXcKMZ3g1CpYHFYuE4JiIXYbFYkJObK8+EVZg1MLErDlHNl5GRAUuR1iUABSFKoWRgIrsYmMglpKenAwCE2kNuerduI6KaLTs7G8JiKTkwqdgVh8gVCCGQkZFZbMIHAIAkwaJyR0ZGZpXXRdWD0wJTdHQ0OnbsiICAAEyYMMGh7lFt2rSBJEnyY+TIkVVQKdUEV69eBQBYNN4Qbt4AgOTkZGeWRERVxN64BYBjF4hcRV5eHgwGPYTao8TXhdoDGZkZVVwVVRdOCUx6vR5PPPEEOnTogKNHj+L06dNYvnx5qcfodDpcuHABKSkpyMjIQEZGBhYsWFA1BVO1l5iYWHB3WekGi8ZH3kZENZ+1m02JgYktTEQuISOjIAyV2CUPgFB5ID8v78aYZ6JCnBKYtm7diqysLMydOxeNGzfGp59+imXLlpV6TFRUFNq0aYPatWvD398f/v7+8PAo+S4BUVEpKamwXG9ZsrYwpaamOrMkIqoijrQwcewCUc1mDUz2Wpgs188F1v2ICnNKYDpx4gS6dOkCT09PAAVd7U6fPl3qMUeOHMGVK1fkwDR69OhS183Q6/XQarU2D3JNeXl5yMvTQagLft8sbgV/pqWlObMsIqoi165dAwAIt+IXSkLlYbMPEdVMZQUm63aeC6gkTglMWq0WERER8nNJkqBUKktN9WfPnsV9992H/fv3Y/v27di5cyfmzZtnd//p06fDz89PftSrV69CvweqPoqu7M0uOESu5cakL57FXis4L0icBIaohpNvnKjsBCbePKFSOCUwqVQqaDS2sxW5u7tDp9PZPWbx4sX48ccf0bx5c3Tu3BkffPAB1q9fb3f/yMhIZGVlyY/4+PgKq5+ql2Ldca5PH8pWRyLXYG1NtpQQmCApINTuDExENZwcmNjCRDdBVfYuFS8wMBDR0dE227Kzs+HmVnxRQXuCg4ORkJBg93WNRlMslJFruhGYrv8+SBIsSg3HLBC5iLIulCxqT6SlMTAR1WTW80CJN07AwESlc0oLU8eOHXHw4EH5eWxsLPR6PQIDA+0ec88999i0Eh08eBANGjSo1DqpZihpZhyh9uDATiIXkZqaWrBArVJd4uvCzRN5eTrk5uZWcWVEVFVKG8sI3BjfzMBEJXFKYHrggQeg1Wrx3XffAQA+/fRTPPTQQ1AqC1ZZNpvNxY5p1aoVXn31VRw+fBgrVqzAnDlzMHr06KounaqhkgZ6ClVBF9DSJg4hoprh6tUUWNy87L5ufS0lJaWqSiKiKpaenn69S76dGyfXW57YPZdK4rQxTEuXLsXrr7+OoKAgbNq0CTNnzgQABAQE4NSpU8WO+eyzz6DRaNCjRw9MmTIFs2fPxvDhw6u6dKqGSppSmItVErmGvLw85ORkQ5QSmKxLDTAwEdVc6enpsKg9AEkqeQelGlCoGJioRE4ZwwQAffv2xYULF3Ds2DF06dIFtWrVAgAIIUrc39/fHxs2bKjKEqmGyMnJAVBoDBMAodTIrwUHBzulLiKqfNYQxBYmItdlNpsLApNX6f/fW9w8kZrKJUeoOKcFJgCoU6cOHn/8cWeWQC5AHpdQaPyCuP51aTMzElH1l5ycDOBGK1JJrK8lJSVVSU1EVLUyMjJgsVhKXFqgMIvaCxkZyTCZTFCpnHqJTLcZp3TJI6pKcguTTWBys3mNiGom62yqFndfu/tYX0tMTKySmoioaqWmpgIovaUZAISbF4QQ7JZHxTAwUY2XnZ19faBnobtF17vncS0moprNGoIsGh+7+wiVO6BQMTAR1VDWwCTcymhhuv66dX8iKwYmqvGSr16VT4JW1rtMV69edUZJRFRF5BYmjf0WJkgSzBpfXLlyxe44WiKqvhy5cQIA4vrrvHlCRTEwUY2Wnp6OjGvXYHb3t9lucfcDAFy4cMEJVRFRVYmPjy9oQVKVvjC6xd0XOp2Oa7AQ1UDW8YmijMBkDVQcz0hFMTBRjfbPP/8AACzetjPjCDcvCDcvREX9U+K6X0RU/eXn5yMhIQFmj4Ay97Vc3yc2NrayyyKiKia3MLk5FpjYwkRFMTBRjbZnzx4AgMm/vu0LkgSjXz1kZWWWuO4XEVV/cXFxEELA4hlY5r4Wz4LAxFZnoponISGhYIY8Zekz3wk3L0BSyF15iawYmKjGys7OxsGDB2H2CIDFw7/Y66bACADArl27qrgyIqoK1vBjdiAwmT0K9rl48WKl1kREVSsvLw9JSUkwX++KXypJAbPGF7GxsRzPSDYYmKjGOnDgAIxGI0y1Gpf4utmnDoSbF/bu3QuTyVTF1RFRZTt37hyAG93tSiM0PoBSLR9DRDWDNfw40tIMABbPQOTm5nJSKLLBwEQ11sGDBwEAxoAGJe8gSTD6N4BWq8Xp06ersDIiqgqnTp0CFCpYPBy4UJIkmLyCEBsbW7AUARHVCIVbmj2jN8Ar6kd4Rf0Iha5ggheF7hq8on6EZ/QGAJCDFbvnUmEMTFRjxcTEQKg9IUpphjf7hMj7ElHNkZ2djYsXL8LkHQwoHPuvzuxdB0IIREdHV3J1RFRVrMHH4hkIyZgPhSkPClMeJBR0uZMgCp4b8wHc6MJ7/vx55xRMtyUGJqqRTCYTkpOTYfYovc+ydWzTlStXqqAqIqoqp06dghACZu8Qh48x+9QBAJw8ebKyyiKiKnbixImCluYiy4vYY/YKAsDzANliYKIaKTMzEwAgVGWs6q32tNmfiGqGEydOALgRghxh9qoNSApERUVVVllEVIXS09MRGxsLk08dQKF07CCVO8yetXDy5Eno9frKLZCqjdLnVySqprKysgAAQq0pfUelGwBJ3p+Iqj8hBPbt3w8o1TB71wYAeEZvkLvcSKaCP61jF4TaHbrWTwJKFUw+dRATE4PU1FTUrl3bad8DEd26Y8eOAQBMvmHlOs7kGwpjcjpOnTqFu+++uzJKo2qGLUxUI1lX6baovUrfUZJgcfPkqt5ENciFCxeQmJAAo199QFFwX9CRsQsAYApoCADYt29flddNRBXr6NGjAACzX2i5jjP7hdkcT8TARDWSdbBmSesvFWXxCEBKSgq75RHVEPKC1YENy32sKaABAAm7d++u0JqIqGrpdDrs378fws3b4fFLVmbvYECpxu+//85lRwgAAxPVUEePHgUkSZ4FrzTWMQ7Wpnsiqr6EEAVhR6GCya983XAAQKg9YPIJwalTp5CWllbxBRJRldi5cyd0Oh0MtZsDklS+gxUqGGo1QWpqqrxECbk2BiaqcTIyMvDvv6dh8g65PkapdCa/cADgSZGoBjh8+DDi4+NhDGgod8crL1OtxhBC4Oeff67Y4oioSgghsHHjRkBSwFi72U29hzG4BQAUvA+5PAYmqnEOHz4MISww+dd3aH+LRwAsGh8cPHSITe9E1ZgQAitXrgQAGOreedPvY6zVBMLNCxs2boRWq62o8oioipw8eRKxsbEwBkRAqD1u6j0sHv4w+dTFsWPHcOnSpQqukKobBiaqcW4M8gx37ABJgsk3DLk5OTh79mwlVkZElSkqKgqnT5+GMaAhLB4BN/9GCiX0dVojPy+PrUxE1YzJZMKiRYsAAIaQFrf0XsaQlgCARYsWQQhxy7VR9cXARDWKEAL/nDgBofaAxd120Vr3C7vh+e8muF/YXew4s29dAFyojqi6smldCm17y+9nDGoOofbA+vU/Izs7+5bfj4iqxvr16xETEwNjrSaweAff0nuZ/OvD5BuGQ4cOYefOnRVUIVVHDExUo8THxyMtNbVgkboigzwV+VlQ6tKhyC++5hInfiCq3n7++Wf8888/MPrXh8Wz1q2/oVIFfUhr5ObmYPbs2by7TFQNXLp0CcuWLYNQeyK/fudbf0NJQn7DroBSjfnzv0B6evqtvydVSwxMVKP8+eefAG5M5OAoofaA2SsIUf/8g2vXrlVGaURUSU6ePFnQZUbtCX3DeyvsfY11WsHkUxd79+7F2rVrK+x9iajimc1mzJw5E0ajEXkN7wVUZSxc7yCh8UZ+vU7Izc3BnDlzePPERTEwUY2Rm5uLX375BUKlkRefLA9j7eYwm0z46aefKr44IqoU6enpmDLlQ5gtArrGPSDUnhX35pIC+Y27Q7h54euvl+D48eMV995EVGGsYen06dMw1moMs4OTPjnKGNQMJt9QHDhwgOOZXBQDE9UYCxcuRFZWFgwhrQGlutzHG2s1gdB446effkJMTEwlVEhEFcloNGLKlCnIyLiG/HqdYHFg3bXyEmoP6Br3hADw0UcfISUlpcI/g4hunslkwieffIIdO3bA5B2M/Ab3VPyHSBLyG3WDxSMAP/30ExYsWMDQ5GIYmKhG2Lp1K3777TeYPWvBUOcmpxNWKJHX8H5YLBZM+fBDZGZmVmiNRFRx0tPT8eabbyI6OhrGwMbymimVweJdG/n1uyArKwujx4zBmTNnKu2ziMhxJpMJU6dOxR9//AGTTx3kNevl0PqLN0OoPaBr3htmz0D88ssvmDdvHiwWS6V8Ft1+GJio2jt58iQ++2wOoHJHXuMegOLmf63NvnWhD2uPq8nJmDx5MgwGQwVWSkQV4d9//8XLL78sh6X8iK7FJnmpaMbazZFfrxPS09IxduxYbNmypVI/j4hKZzQa8eGHH2Lv3r0w+dRFXtOHb6p3SXkUhKZHYfashc2bN2POnDkMTS6CgYmqtfj4eLz33nswWywF4xfcfW/5PQ1128IY2BinTp3CrFmz2OxOdBv59ddf8cYb/8O1jAzk1+uM/EYPAApV5X+wJMFYpzV0zXvBBBVmz56NuXPnwmg0Vv5nE5GNxMRE/O9//8P+/fth8g1DXrPKD0sylaagpckrCFu2bME777zD2fNcAAMTVVtarRaTJk1CdnY28hreJ6+ldMskCfkR98HkHYJdu3Zh1apVFfO+RHTTDAYDZs+ejTlz5sCkUEHXrDeMdVpVestSUWbfUOS07CvfYR43bhzS0tKqtAYiV7Zjxw689NJL1yd4aIK8pg9WzU2TwlSagnOQf30cPXoUI0a8iAMHDlRtDVSlGJioWrIO9k5ISIC+bluYgppU7AcolMhv8iAsGh98++238nTlRFT1jhw5gpdGjsSWLVtg9gxCbou+FXeD5CYIjTd0LR6HsVYT/Pvvv3jhhRewYcMGmEwmp9VEVNPl5OTg448/xqeffoo8gxl5jbpXXQtzSVRuyG/yIPIb3ANtTg7effddfP7559Dr9c6phyoVAxNVOxaLBXPmzEFUVBSMAQ1gCGtfKZ8j1O7Ia/oQoHTDp59+ipMnT1bK5xBRya5cuYLIyEi88847iI+PhyGkJXQtHoPQeDu7NEChQn7E/chvcC9y8g2YP38+Rr78MqceJ6oE0dHReGnkSOzatQsm72DktOoHU61Gzi6roKtucAvktuwLs0cgNm7ciFdffRUXL150dmVUwRiYqFoxmUyYOXMmtm3bBrNXbeRHdKvULjkWjwDoGveA0WTGhHfe4cUQURXIzc3F4sWLMXz4Czh48CBMvqHIbdUf+vpdnHc3uSSSBGPwHchpPQCG2ncgLjYOb731Fj744AMkJSU5uzqiak+v12PJkiUYO/YNXE2+Cn1oO+Td8RiExsfZpdmweARA17IPDCEtERcXh1dffRU//PADW51rEEm4yIh2rVYLPz8/ZGVlwdf31icGoKqXmJiI6dOn49SpUzB7B0PX9OEyV/L2jN4AyZgPAJBM+ZAgICBBqNwh1O7QtX7Soc9WZsbD88IfUEoSRox4AYMHD4ZKdRtduBHVABaLBdu3b8fXS5YgMyMDFo0P9PU6weRf/5ZvjHhF/QiFKa/kz1V5ILfdkFt6fwBQ6NKhuXwYquxkqNVqDBo0CEOHDoWnZwUupkvkIqwTL8XHx8Oi8UV+xP0w3+Jaa1VxHlBmxsMj7i9IRh2aNWuGiRMnonHjxrf8vlTxypMNGJjotpebm4uNGzdi5apV0OfnwxgYgfyG9zk0I05FnhyV2cnwuLgHkiEXd9xxB0aOHIkOHTpAquJB50Q10b///osvvliAs2djAKUK+rptCxahVigr5P2r4kIJACAEVBlxcI//G5IhB7Vq1cKrr76Khx9+mOcKIgfodDosW7YMv/zyC4QADCEtoQ/rAChv/SZllZ0HTHpo4o/ALe0clEolnn32WTz77LNQq6toJj9yCANTCRiYqp+0tDT83//9H9avX4+cnBwIlTvy63cpV7/lCj85mvRwv3wI6vQLAICWLVti6NCh6Ny5M0+ERDchNTUVS5Yswc6dOwEAxlqNoQ/vCOFWsa0yVXahJL+pCW5Jp6BJPgVYTGjVqhXGjh2LO+64o2I/h6gGOXbsGGbNno2rycmwePgjr+F9sHgHV9j7V/V5QJmVAI9Lf0HS56Bhw4aYOHEiWrSovEW2qXwYmErAwFQ9pKWlYe/evdi9ezdOnToFIQSE2h2GkNYwBLco9zoLlXVyVOSmwy3pBNQZcQAAb28f3H//fejevTvat2/P8ERUBr1ej7Vr12L16tXQ6/UwewUhv36XCr04KqzKA9N1kj4HmitHob5WMAi8d+/eePnll1GrVq1K+Tyi6shsNmPx4sVYt24dICmgr3MnDKF3VVgLs5VTzgNmIzRXjsEt5TQkSYERI17Ac889xxbn20B5sgEHYZDTWCwWXLlyBWfOnMGZM2dw+vRpnDt37vpCsRJMPnVgCoyAsVaTCmmKr0gWr1rIb9IThrwMqFPPQZsRh61bt2Lr1q3w8vbGna1bo0WLFvLDx+f2GqBK5CxCCOzduxdfLVqEq8nJEGpP5Ec8AFOtxlW+plJVEBpv5DfuDmPwHdBcPoxt27Zh9549eP655/D000/Dzc3N2SUSOZVer8fHH3+Mffv2weIRgLxGD8DiWYNuKCjV0DfoAlNgQ7jH7sO3336LlJQUjBs3jmOhqxG2MFGlE0IgKysLCQkJSEpKwqVLlwpCUkwMcnNybuyoUMLkFQxTYARMAQ0g1B63/NlVOW5BkZsK9bU4qDIvQ6HX2rwcHh6Oli1bolmzZggLC0NoaCjq1KkDjab0SSuIapLMzEx89NFHiIqKun4XuTUMdduWu+X4ZjirhcmGsECddh6ahGOQjHkIDQ3FlClT0Lx588r/bKLbUFZWFt577z1ER0fD5BuKvCY9AWXl3URw9nlAMubB47+dUOrS0KVLF0yZMgUeHrd+rUM3h13ySsDAVLkMBgOuXr2KxMREJCUlITEx8cYjKQn5ecVPUBZ3P5i9asPsXRtmr9qweAQCioqd6d5p3XCM+VDkpkIpP9IgmYovZlerVi2EhYWhbt26CA0Nlf8MDQ1FQEAAm+ypxtDr9Rg/fjyio6Nh9K8Pfb1OEO5Vdy529oWSDZMBmqR/4Hb1X/j7+WHRokWoW9d5C/ESOUNSUpK8xpqxVuOCyZwquAteUV5RP2LxF3NKfG3UG+Or5jxgNsLjwp9QZV1B8+Z3YMaM6QgICKj8z6Vi2CWPKkR+fj4yMjLsPq5du4bMzExcu3YN2dnZJb6HULrBovGBJSAEFo0PhMYHFndfmD1rlTkleHUm1O4w+9eD2b/e9Q0Ckl4Lpe4aJH0OFPpsKPRapOZkI/1UdImL4qpUKgQEBDj08PPzg1JZuf/REN0sIQRmzZpVEJZqNUZ+xANO6X731Vdflbh91Bvjq7YQlRv09TrBovFF5qUDmDRpEr788kt23SWXkZycjDFjXkNGxjXo67aBIaxDjeySWyKlGnlNH4Im7gDOno3BmNdew9eLF/Nm/m2OgclFGI1GaLVaZGdn2/xp/TorK8s2DGVklNgqZEuCULvDonKH8A2Fxc37eiDygUXjC4vGp6Bp3VVOgqWRJAh3P5jc/Yq/JiyQDLnXQ1Q2pPyCMGU26nBVm4fUa7GA+b/S316hgJ+vrxygAgMD4efnBz8/P/j4+MDX11f+0/q1l5cXFBXcokdUkm+//Ra///47TD51Cu4i85wAADAG3wGFXotLl6IxZcoUzJw5kxPGkEvYvXt3QVgKa18wuUMVGjNmTMkvqKqwa5ykgL5hV0ChQlLiaRw6dAiPPPJI1X0+lRsDUzVjMpmQlZVlE3TshSDr11qtFvn5+Y59gKSARe0BofKE8KsFofYoCERqjxsP63OVBpB4wX3LJAWExgdmjQ/M9vYxmyCZ8iAZ8yGZ8qAw5kEy3nguGfOQnp+PjPhESLGxDn6sAj7e3nKIKhyqioYr69d+fn7w8vJiV0Fy2Pbt27Fq1SpY3P2Q1+TBSu9yU5rb4kKpCH14R0j6HBw/fhzz5s3DO++847RaiKpKUlISAMAU0MDJlTiRJMEUUB9uKaeRnJzs7GqoDE4LTNHR0RgxYgTOnz+PkSNHYtasWWVehK1fvx7jx4+H0WjEnDlzMGRIFfY5rwRCCOTm5iIzMxNZWVnFHoW3Z2ZmIjMry3aShLLeX+UGodRAqLwhfGtBqDQ3HkqN7XOVBkLlzhah25VSBaEs6NIIwH6wAgCLBZLpepAyGSCZ9JDM+oIxVKaCP63bMox6ZKVcg5SYDFhMDpaigp+vH/z9C1qw/P395daswo/C2zkTmOvasGEDACC/fuca3Q33pkkS8ht2hSrzMrZu3YqxY8dyEDjVeImJiQAAi5trd0O1XP8/3frzoNuXUwKTXq/HE088gV69emHNmjV44403sHz5cowYMcLuMdHR0Rg2bBgWLlyIzp0746mnnkL79u1v+9mFLBYLLl++LE+bfeXKlesBKAtZ2iyYTQ5cpCqUBa08Kg2Eb2hBC08Z4acg+LD1B7iNxi1UFYUCws2z/At/Wkw3wpQcsgyQTPmFglY+TCY9UnX5SNcmQDJddOitPTw84e9fEKICAgLQtGlTecp1P78SuilSjfHss8/i/fffhybhOHS+oTwvlUCT+A8kYcEzAwcyLJFLSEpKLpgJ9zZbMqSqCTcvQJLkFje6fTnlN3Xr1q3IysrC3Llz4enpiU8//RSvvfZaqYFp6dKl6NGjB0aOHAkAeP3117Fq1Sp8/PHHVVW2Q4QQOHLkCE6dOoXTp08jJiYGOp3Odh+VpiAAuQdeDz/uEGr3QkHIdhsUKrb6UOVTqCDcVAUncEcJS6GQlX+9i6D1oZef55jykZuuRdLVVMBiwoEDB+S3CAsLQ4sWLdCyZUvcc889nC2shrnvvvvQq1cvbN++HW5JJ6t8vMLtTqlNgtvVf1G/fgO89NJLzi6HqEqoVEpIxjyoU2JgDL7D2eU4hxBwSzoJCMFJm6oBpwSmEydOoEuXLvD0LLgD3qZNG5w+fbrMYx599FH5eadOnTB16lS7++v1euj1N6Zx1mq1dvetSIcOHUJkZGSx7UKhhimgAUz+9WHx8CtohlW49p2VqnI7jluoMSSFPLatVEIUhCh9NpS5qVCnx0KZmwIASEhIQEJCAnbt2oV169bhxx9/rILCqSqNHTsWx48fR2riPzD5hcPiFeTskm4PZgM84vZBqVTivffe5bps5DLef/99vD1hAjIvHYBk1sNQp41r3RgWApr4I3C7+i/q1q2Lt99+29kVURmccsWu1WoREREhP5ckCUqlEhkZGXbnoi96jK+vb6l9PqdPn46PPvqo4op2ULt27TB69GjExcXJF4Lp6emQLEao089DnX5e3tfi5gWh8oBQqSGUbhBKN+D6n0LpBqEq/Fxts43dWqjKCQFYzJDMBkhmA3D9T8lkKLLNKG+z7qM05AJmQ7G3VKvV8rpTYWFh6NKlixO+Maps3t7emDRpEsaPHw+vmN9gqH0HDHVbQ6jL2W20prCYoE49C03SKUhGHZ4fMeK2715OVJGaNGmCLxcswPi338bVK8cgmfTQh3d0jdAkLHCP3Q91+nk0jIjAnM8+Q61atZxdFZXBKYFJpVIVu5Pm7u4OnU5nNzAVPca6vz2RkZF466235OdarRb16tW7xcrL5u7ujkGDBtlsy8/PR2JiIhISEuQ/ExISkJCYiKzMLORp7X8fdilUsBQOWYVC141tbhAK9fXn6uuhS13wtcKtYLYqVzg5ESAsgNlYEGYsxhtfmw2Fvtbf2FYoBEnWEGQ2FLxPOSiVSnh5eSE4rL4cigo/goKCOLW5i+jQoQPeffddLF26FClXo+GWegaGoOYw1L2zfN1AqzOzEerUGGiSoyEZ8+Du4YGnBz2LYcOGObsyoioXHh6OLxcswNtvv41Ll6IBkx76BvfU7N43ZgPcL+6FOvMyWrZshZkzZ3D9tWrCKb+VgYGBiI6OttmWnZ1d6kxagYGBSE1NdXh/jUZz23RvcHd3R6NGjdCoUaMSXzebzdDpdMjJyUFOTg5yc3ORm5srf114e9E/s7OzkZubAWOu8SYqkwqCluJ6kFKo5dasglBVKGDJrVzW/WyDGCSGrwonLAXTiZsNRUKOEbAY5SBjb7s1HBVsd2wGvKI8PT3h5ecNb68geHt7w8vLC97e3jZfF/2z8NcajYZTkJPskUceQY8ePbB9+3Z8//1qJCefhltqDAxBzWCo2wZC411pny3U7rAX94XavdI+FwBgNsIt5TTckv+FZMqHp6cnnh7yPAYMGMBJT8il1a5dG1988QUmTpyImJgYqLWJ0NdtC2NQM6ASbqY57TxgMUGdcqagVdmUj7vvvhvTpk3jJC/ViFMCU8eOHfHNN9/Iz2NjY6HX6xEYGFjqMQcPHpQHxUZFRSEsLKzSa60KSqUSPj4+t3SXQa/Xlxi0dDodcnNzkZeXh9zcXOh0umKPG9uzYMgt3m3KIZLieojSFJrOvOifGqCkbZU4qYVTL5KA66Hn+tTeJsONmefMenkbrF9b9zMboLje8nMzJEmCh4cHvHy94OkZAE9Pz4Lg4+VVsN3LS95W+LWiwcfT05MDUanCqdVq9OnTB71798auXbuwatX3SEiIgVvafzDUalIQnNwrfsV7XesnK/w9y2TSwy3lDNyu/gvJpIe3tzcGDnwRTz75JO8qE13n5+eHefPmYfXq1Vi3fj2kSwfglhwNfVg7mAIbVej1QZWfBywWqNPPFcyEaciFt7c3hgx5GQMHDuQi1dWMJIQQVf2hJpMJoaGhmDlzJkaMGIGXX34ZycnJ+PXXX5GZmQkfH59iF2onTpxA165dcfDgQUREROD+++/Hs88+i/HjHZsaWqvVws/PD1lZWfD1rfj/jGsKk8lUYqByJHDl5ubKi+Y6vFAucD1sucFyfTr0gqnS3eQZAy1uXhBuXrBovAu67jizud46eYEhFwpDDiRDLiSDrljgkUz666HH8QBqXUjWGp6LBpvSAk/h193d3dnNjaoNk8mE3bt3Y+XKVbh8+RIgSTD614cxuAXMPnWrZcu1Ii8D6pQYuKWfB8xG+Pr6YdCggejfvz+8vFyk+yHRTbh27RpWr16NTZs2wWQywewZCH1YB5j9wqvXuUAIqK7FQpN4HIp8LTQaDZ555hkMGjSIN0tuI+XJBk4JTACwefNmDBkyBB4eHlAoFNi9ezdatmwJSZIQFRWFu+66q9gx7733Hj777DO4u7ujadOm2Ldvn8PNmQxMVctoNCInJwdarRY5OTnIzs62+bqkhzY7GznZ2TAYSg8Z1hBVEKS8bwSq639CcWutIpJJbxOIFIZcSPocKAy5UBhzAUupy8bCy8sLPj4+8PX1hff1AFT4a3sPT09PBh1yWWazGXv37sWPP/6I//77DwBgcfeDoXZzGIOa3v6L3lrMUGVcgjo1BqrsZAAF3Y0GDBiAvn37yrPCElHZkpOTsWLFCmzbth1CWGDyDoYh/G6Yfeo4u7TSCQFl1hVoEo5BqbsGlUqFfv36YdiwYaX2oiLnqBaBCSj4B3Hs2DF06dLF4RlCTp8+jYSEBHTr1q3UMUxFMTBVH3q9Xg5RmZmZSElJwdWrV5GSkiJ/fTUlBfl5eVVWkyRJCAgMREhwMIKDgxESEoLg618HBQXB19cXvr6+8PLyYjc2olsUExODjRs34vc//oDRYAAUShgDG8FQ+w5YvGs7uzwbkj4H6tQYuKWdg2QsOCd17NgR/fv3R+fOnaFS1eAB7ESV7NKlS/j222+xZ88eAIDJpy4MYe1uv+BkDUqJUVDmpkGSFOjduxeGDx+OOnVus1pJVm0CU1ViYKpZhBDIycmRQ5T1kZqaCrO59Bagsnh6etoEopCQEAQFBbG/MVEV02q12L59OzZu3ISEhCsAALNnLRiDW8AY2AhQOimMXL84ckuJgSrrCgABH19fPP7YY3jiiSdqzPhaotvF2bNn8d133+HQoUMAbqPgVCwoSejevTteeOEFNGjQwLm1UZkYmErAwEREVD1ZLBYcP34cmzdvxv79+2GxWAClG/TBd8BQ586q6653fQC3W9JJKPTZAIBWrVqhX79+6Nat220zMytRTRUTE4Ply5c7PziVEJR69OiB559/Hg0bNqzaWuimMTCVgIGJiKj6S01NxZYtW7B582Zcu3YNULlBH3InDCEtAWUltQILAdW1i9AkREGhLxjA/cgjj6Bv375o2rRp5XwmEdkVExODFStW4ODBgwCqMDgxKNUoDEwlYGAiIqo59Ho9Nm/ejFWrvodWmwWh9ihYv6V281ue+EUmBJRZ8dBcOQZlXgYHcBPdZooGJ6N/fegb3AvhVvGTrEj5WrjH/QVVdhKDUg3BwFQCBiYioponNzcX69evx5o1a5CXlwfh5o38sHYw1WoMSDc/66RSm1QQlHJTOICb6DYXExODr7/+GlFRUYDKDXnhnWAKaloxU5ELC9RXT8M94ThgMaFr1654+eWXGZRqAAamEjAwERHVXFlZWfjhhx/wy4YNMBoMsLj7I79BF5h9Q8v1PpI+G+5xB6DSJgAAunXrhhdffJEDuIluc0IIbNmyBV999RV0Oh1MvqHIb9gVQnPz6x4p8jLgHrsfytxU+Pv7Y9y4cejWrRuk6rQmFNnFwFQCBiYiopovNTUVq1atwpYtW2C2CORFPABTrUYOHavQXYPnf9shGfPQqVMnvPTSS2jevHklV0xEFSk1NRXz5s3DgQMHAKUK+WF3wxjconytTRYL3JJPQpP4DyAseOSRR/Daa6/Bz8+v0uqmqsfAVAIGJiIi1xEdHY2JEychNzcH+Q3uhTH4jlL3V+SkwOvcDkhmI8aNG4d+/fpVUaVEVNGEEPjjjz8wf/4X0GqzYPINRV7ThwCFA0sRmPTw/G87lLlpCAqqjbffHo8uXbpUftFU5cqTDW6+gzcREdFtqnXr1vjii/nwDwiA+6UDcEs8Adi5P6jMSoDX2W1QCjPef/99hiWiak6SJDz44INYuXIFunbtCpU2Ee4XdgPCUvqBFhM8zu2CMjcNvXr1wooVyxmWCABbmIiIqAa7cuUKxr/9Nq4mJ8MQ3KLYtMOSIRfuV47CTa3G1Kkf8eKIqIYxGo2IjIzE0aNHYajdHPoG95bcPU9Y4H7+T6gzL+Ghhx7Cu+++C4WC7Qo1GbvklYCBiYjINaWmpmLChAmIi4sr8XVPLy/MmD4dbdq0qdrCiKhK6HQ6vPnmmzh79iz0oXfBENbedgchoLl0AG6pZ3H33Xdj+vTpUKsraV03um0wMJWAgYmIyHVlZ2dj//79MBgMNtslScLdd9+N0NDyzaZHRNVLRkYGXn/9dSQkJMDkHWKz7IBkMUGZm4rmzZtj3rx58PSs+HWc6PbDwFQCBiYiIiIi15WUlIQJ77yDK/HxxV5r2qwZZs2ciYCAACdURs7AwFQCBiYiIiIiIgI4Sx4REREREVGFYGAiIiIiIiKyg4GJiIiIiIjIDgYmIiIiIiIiOxiYiIiIiIiI7GBgIiIiIiIisoOBiYiIiIiIyA4GJiIiIiIiIjsYmIiIiIiIiOxgYCIiIiIiIrKDgYmIiIiIiMgOBiYiIiIiIiI7GJiIiIiIiIjsYGAiIiIiIiKyg4GJiIiIiIjIDgYmIiIiIiIiOxiYiIiIiIiI7GBgIiIiIiIiskPl7AKqihACAKDVap1cCREREREROZM1E1gzQmlcJjBlZ2cDAOrVq+fkSoiIiIiI6HaQnZ0NPz+/UveRhCOxqgawWCxITEyEj48PJElydjnkBFqtFvXq1UN8fDx8fX2dXQ4ROQnPBUTE8wAJIZCdnY3Q0FAoFKWPUnKZFiaFQoHw8HBnl0G3AV9fX54ciYjnAiLiecDFldWyZMVJH4iIiIiIiOxgYCIiIiIiIrKDgYlchkajwZQpU6DRaJxdChE5Ec8FRMTzAJWHy0z6QEREREREVF5sYSIiIiIiIrKDgYmIiFxCSkoKfv/9d2eXQUS3KCMjQ150FADS0tIQExMDAMjPz8eePXtsFiPV6/XFFie1WCzIz8+XnycmJmL37t2VWzhVWwxMdNszGo3IzMxETk5OqY9r167BYDDAbDbDaDTafb933nkH77//fomvnTt3Djk5OSW+FhoaiosXL1bI90RENycnJwcGgwEmk6nEh16vR25ubrHjhBB4+eWXsXjxYoc+h+cCotvXpEmTsGzZMvn59u3bMXz4cADAvn37MGbMGJsw1KtXLwQEBCAgIAANGzaEh4cH6tati169esn7vPPOO4iMjLS5fuB5gKwYmOi2t3fvXoSGhiI8PFx+hISEwN/f32ZbeHg4du7cie3btyM8PBwNGzZE7dq10b9/f+h0OmRnZyM/Px8tW7ZEcnIy8vPzkZubi4yMDPmzpk2bhjvuuAObNm0qVodarYZara7Kb52ICsnMzISPjw80Go3877How93dHW3bti127DvvvIMtW7bgwIEDaNiwIRo2bIh69eqhXbt2SEtLK7Y/zwVEty83Nzd5/RyTyYQBAwbgkUcegV6vxw8//IBZs2bBw8ND3n/37t14++23MX78eMTFxaFbt25Yu3Yt9uzZAwD49ddfsXXrVqxbt87m3zbPA2TlMgvXUvX14IMPQqfT2Wxbv349vvzyS7vN51evXgUAfP/999ixYwf27duH06dPIzExERs2bMD//vc/LF26FEajEXq9HpMmTQIArFixAosXL8ayZcvQqlUrNGvWTF7QTqvVonXr1pAkCVlZWfjtt9/w6KOPVt43TkQ2/Pz8cO3aNWg0GrurslssFpjNZvl5ZmYmxowZg8TERFy6dAlhYWEACrr0PPjgg1i0aBGCgoKKvQ/PBUS3L4VCATc3NwDA8uXLMXv2bKjVaixatAgeHh74+++/MXjwYKxbtw69e/cu9b1Onz6N4cOHY/ny5QgPD7d5jecBsmJgohrHYrGgcePGEEIgNzcXjzzyCHr16oVevXrh3XffxYsvvoixY8fCbDZDqVTKx2m1Wpw9exajR4/G6NGjkZSUhODgYCQnJwMAGjZsiP3798NisaBJkyZ44IEHnPUtErkkSZIQEBDg8P5GoxHdu3eHQqHA+fPn0apVK/k1g8EAo9Fo0yUnMTERnp6ePBcQ3aaioqLw9ttv4+TJk9i7dy+2bNmCH3/8ESNHjgQAjBs3Dl26dMHgwYPRu3dvOVTZY71x8uabb6Jv3744ffo0WrZsCYDXBGSLXfKoWkhOTsa4ceOg1+vL3Fer1UKn0yEuLg6pqalYvXo1AODKlSs4evSo3Jr04osv4rPPPpOP+++///Dss8+if//+iI2NtXsHOzw8HPHx8fDy8qqA74yIysNsNtuMTSjMYrHYtEar1Wps3LgRn3zyCdq3b4/MzExkZmZizZo16NSpkzw+Mjk5GVlZWfJ6LDwXEN2e2rVrh+3bt8NisWD8+PH48ccfERUVhZYtW6J169b4/vvvMWHCBLRu3RqHDh0q85ohICAAW7ZsweTJk3H8+HG0b98eu3btAsDzANliYKJqITc3F/Pnz7c5Yf31118ICgqSH/7+/tDr9cjKypKbzK20Wi2GDx+OefPmwWKxYN++fdi6dSsGDBgg73P33XcjOjoa99xzDwICAmAymZCamgoPDw/4+PggJycHd911Fzw9PeXQRURVa9++ffDw8IAkScUeSqUSoaGhNvs3bNgQkiQ59N7WFmeeC4huXz///DMyMzPx888/Y82aNYiLi0OHDh0QHR2NZ599FrNnz0Z0dDQyMzPx6KOP4siRI/D29sann36K6dOnIygoCH/88Qf6/n979x4UZfX4cfy9IHInpZQlFbBB0cRIs0wxvokpXgGzvJSWzqjZ5JQzmqGGTkCOmaPVqKmZ5ihOwZgChVmpSeSV0FFRy5Q1TUEXjOUOu+z3D389Iz9l6vstE/t+XjPPH/vcztlnZs/uZ8/znBMbS7t27ejZsyfnzp0jNjaW+fPn88QTTwBqB6Qx3ZInd4Tffshc/8MnMjLSeIbJ6XRSVVWFu7s7NpuNc+fOERISAsDgwYN55JFH2LVrF1FRUdx1111YLBYyMzPp2LFjo3Lc3NyYPn06J06cwNfXl4ceeojnn3+egoICVq5cCUB4eDjx8fG3/D2LyI0effRRLBaL0Rt0PafTedMRMm02GwcPHjTahOrqasrKyozXN5u/XW2BSPNjt9t54403GDJkCKGhoUyfPp1Zs2aRnZ1NeHg4RUVFbNmyhZSUFAAGDRrE22+/zZUrV5gxYwY9e/bkhRdeYPDgwbz22mv07duXw4cPM2LECCZNmsTcuXMblad2QH6jHib5RzCZTEZ3ePfu3amrq8NisTB//nycTidjx47ll19+oaSkhHHjxjF79myGDx9+03MtXLiQefPmUVhYSFBQEKNGjSI9PZ2qqip2795NWVkZw4YN+zvfnoj8Hw8PD4KDgzGbzTcsgYGBBAUF3XDM5cuXGTlyJBaLBYvFwoYNG4zgZbFY+OGHH25altoCkeblo48+IiwsjNDQUCIiIti+fTsJCQkUFxfj4uJCx44djR6mRYsWYbVacXV1xdPTk8uXLxMQEGCcy2QykZubS2RkJDNnziQ5OZmffvqJnJycRmWqHRBQD5P8w5WXl+Pv74+XlxdeXl58/fXXHD16lIyMDIqKinjqqaf45ptvaNHi2kchLy+PFStW8P3335OSkkJ0dDRms5mBAweSmJjIF198QWJiorG/iDR/J06cIDMz8z/qYVJbINL8jBkzhscff5zly5cD8PDDDwMwa9YsOnfujNlsbrT/9bfxHzp0iIULFzbaPmDAAA4cOED37t0pLCwkJiaGHj168Nhjj2EymdQOiEE9TPKPVlpaagwZ/O2335KQkMDGjRtxcXHBbDZTV1dHVlYWACUlJYwePZrk5GQ8PT3Ztm2b8YxTSkoKy5Ytw8fHxxiNR0T+Pg0NDdTW1t403Px/drudkpIS4FoY2r59O5999tkf7mFSWyDSPPn6+hIaGmq8djgczJw5k6ysLFavXm2s37FjB6tXrzaeZz548CAOh4MuXbrccM7u3buzb98+IiMjGT58OGlpaZhMJrUD0ogCkzRrdrud0tJSKisrgWuDP1RUVFBTU4PD4aCiosJYSktLjR9J5eXlXLp0iZycHIKCgti6dSsDBgzAbrcTFxfHAw88QFBQEKdOnWLDhg0ALF68GLPZzNSpU5k4cSKTJk0iICCAM2fOMG3aNPr27YvFYmHatGkcOXLkdl0Skf9JR48excPDAxcXl5sO+HD94ubmZvxRsm7dOpxOJ4899phxrpqamkbBq7S0tFFZagtEmjeHw0FtbS3/+te/+PLLL9mzZw933303drsdu92Oq6srnTp1Ys6cOTidThITE5k8ebLxHHRDQwMNDQ1UVlbyxhtvMGjQIJKSkhoNLqV2QK6nPkRp1goKCujTp48xq3dwcHCj7ddPMudwOOjWrRv79+8nNzeXESNGEBUVRUxMDOfPn2f+/PlEREQQEhKC2WzG39+fH3/8kZEjR2K320lKSuLixYvG3CwRERFMmDCBnJwc5syZw9SpU7Farbz55ptERUXRv39/tm3b9odH4BKR/17Xrl05c+YMbm5uv/uZ+603qrKykqSkJFasWNHo1pzy8nKqq6uBaz+KXnvtNfr3729sV1sg0rxVV1fjdDpZvHgxERERxjPM9fX11NTU8MQTTxij3eXn53Pu3Dk2b95sHN+lSxe8vb1ZvXo1aWlp7Nmzh549ezYqQ+2AXM/k/CP3N4jcYX7798nLy+u/PofVamXnzp3Ex8ffMCKXzWajsrKSwMDAP1tVEbmFSktL8ff3b3J7ZWUlVqv1hj9jrqe2QOTO5nQ6mwwy9fX1uLm5/e451A78b1NgEhERERERaYKeYRIREREREWmCApOIiIiIiEgTFJhERERERESaoMAkIiIiIiLSBAUmERG5I/zRMYrq6uo4dOiQ8bqwsJCDBw/+JeXX1dXdsN7hcDRav3//fs6ePfunyxMRkeZBgUlERJoth8NBfX09AD169GDv3r3GtoaGBmw2G3V1ddjtdqqqqmhoaKCoqIhhw4YZE16vW7eO9957r9F5T58+TUVFxU3LvPfee28aeK5evUpISAienp4EBgYSEhKCyWSiY8eOzJ8/H7g2Ke748eNZuXLlX/L+RUTk9lNgEhGRZmHTpk34+fkRHh7eaPn444+Baz0818+tVlxczP3334/ZbKZNmzZ07dqVixcvEhQURHR0NMeOHcPpdLJ582ZeffXVRmUlJyfTpUsXMjIybqiHm5vbTedl8ff35+LFi0RGRpKeno7FYsHd3Z2ff/6ZRYsWAfD666/Ttm1b47WIiNz5WtzuCoiIiAC0bNmSqKgoPvvss0bri4uL+fzzz6msrCQ/Px+r1UqHDh0ICwvjwoULTJkyhX79+vH888/zyiuvkJGRgZeXF5MnT8bhcGC1Whk3bhw2m419+/bRoUMHNmzYwKpVq/jwww/p1q0bnTt3xs/PD7g2CWV4eDgmk4mysjKys7MZMmTI79Y/NTWV9evXk5+fT4sW+noVEfmnUA+TiIg0Cy4uLuzatYuQkBBjCQoKYtWqVezbt4/y8nKOHDnCm2++yfr1643jvvvuOwYNGgTAu+++S05OjtHDdPLkSZYtW0ZqaioXLlygQ4cO2Gw28vLyePHFF8nMzMTb25u2bdvy66+/8uuvvxIUFERBQQFHjx7Fzc2NqKio3617bm4uU6ZMIS0tjeDgYE6ePHnLrpOIiPy9FJhERKRZcDqdxMTEkJ+fT3l5ORaLhdOnTzN37lxSUlLw8fEhISGByMhI49a8b775BldXVwIDA43zZGZmUlNTg8lkAmDx4sXU1tYa23/88UfGjx9PfHw8hYWFuLjc/Kuwffv2nD9/Hm9v79+te2RkJN999x0DBgxg5cqV9OvXj8uXL/+ZyyEiIs2EApOIiDQLdrsdDw8PKisr8fDwAMDd3d14nujq1avcdddd1NbW4u7uDkBSUhIXLlwgLCyM0NBQANavX8+rr77KiBEjyM3NpXXr1vj5+bF06VIAevXqxfHjx+nTpw+tW7fGbrdz5coVPD098fX1paKiggcffBAvLy8SEhKM+i1ZsgQ/Pz9ycnIYPnw499xzD7W1tfj7+zN27Fh69OjB9u3bmT17Nunp6bRt2/bvvHwiInKLKDCJiEizYLPZaNWqFWVlZZSUlBAeHo6vry+ffvopV69epUWLFnh7e1NbW4u3tzdr167l2LFjxMXFsWPHDnx9fVm3bh3h4eEcPXqU0tJSFi1axNChQ1myZAnFxcVGWW5ubkyfPp3Tp09TXl7OQw89xJIlS5gwYQJWqxWr1UpoaCjx8fHGMS+//DJXrlzhvvvu48CBA1itVtzd3bFarWzcuJFNmzYxZswYPvnkE6Kjo2/DFRQRkVtBgUlERJqFS5cu0bZtW86ePUufPn04fvw4vXv35p577uHQoUN069YNgIqKCry9venXrx/vvPOOcbyrqytZWVn88MMPPPfccyxYsACz2UxBQQGpqam8/PLLjcpbuHAh8+bNo7CwkKCgIEaNGkV6ejpVVVXs3r2bsrIyhg0bZuzfsmVL3N3dKS4uJiAgwFjv4uLCW2+9xYwZM8jIyGDYsGF8+eWX/PLLL7f2gomIyN9CgUlERJqFM2fOEBYWxp49e+jVqxdwrdepTZs2ZGZmGr02NpsNHx8funTpQnBwsHG80+nk008/ZePGjfTq1YtBgwaxdu1annvuOUaPHo3ZbDb2zcvLY8WKFbz//vukpaURHR2N2Wxm4MCBJCYmMn36dBITE28Y7e706dO0bNmSVq1aNVr/yiuvkJeXR//+/fniiy8YOXIkW7ZsuUVXSkRE/k4KTCIi0izk5ubStWtXNm/ezMiRIwEoKirC09OTTZs28eyzzwJQUlLSKLBkZGQQExODw+HAZDKRnJzMmDFjmD17NgArV67Ew8ODxMRE4/jRo0eTnJyMp6cn27ZtY9SoUQCkpKSwbNkyfHx8mDx58g113Lp1K48//vgN6/38/AgJCWHNmjU8/fTTrFmz5oYeLRERuTMpMImIyG23e/duampqSE9Pp3379phMJmJjY/H29iYlJYXY2FhatGjB3r17OXz4MJ06dQKgurqauLg4du3aRUBAAFlZWVRUVNC7d28++OADsrOzOXv2LB4eHuzcuRO4Nmqe2Wxm6tSpTJw4kUmTJhEQEMCZM2eYNm0affv2xWKxMG3aNI4cOWLU8erVqyxdupSpU6ca6xoaGmhoaOD8+fOMHTuWpKQkvvrqKyPciYjInU+BSUREbjtPT08WLFhA3759Wb58OREREUyZMoX169eTk5PD0qVLOXXqFLGxsTzzzDOEhIQAYDabGTJkCO3atWPHjh1kZ2dTWlrKO++8g91uZ+vWrfTu3Zvg4GCsVis1NTUkJSWRmppKfX09MTExDB06lAkTJhAdHc2TTz5JTk4Ox44dw9PTk6ioKOLi4ozb/bp3786AAQOAa2EpMjKS+vp6XnrpJaqrq8nPz+fRRx+9jVdSRET+aian0+m83ZUQERFpisPhwNXV9T8+rqKiAh8fn9/dz2q1snPnTuLj443hyn9js9morKw05nlyOp3G/E7Xq6+vN4Y/FxGRfxYFJhERERERkSboljwREREREZEmKDCJiIiIiIg0QYFJRERERESkCQpMIiIiIiIiTVBgEhERERERaYICk4iIiIiISBMUmERERERERJqgwCQiIiIiItIEBSYREREREZEm/Btu2TvlnmLlxAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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7duzAzJkzxZFFdaz65wkAkZGRWLFiBZ577jnxXFVVlfh7pi7WNKcyvv/++3jmmWcA1DYB+fnnn7F58+YGG0sAwJw5c7BhwwbMnDmz0e8pEZE5apIFU2FhIQICAu57U8Tx48fXOz+eiOhesrKyxOlaO3fuRGpqKpydnfH333/j888/x5w5c7Bq1SqcOnUK8fHxGDVqFLKzszF79mxkZmYCqO1M5+LigvXr1+Pq1atISEhATU0NXnrpJYSHh+PNN9+EUqnExYsXER4errXQv6qqCk8//TRat24NmUwGd3d37NmzByEhIVrNBGbPno1evXpp5a5+k+7p6YmrV68iLy9P7NiXnZ2N/Px8vPjii7hw4QL279+PGzduYOfOnRgyZAg6dOgAJycnJCQkaH1OV1dXTJkyBcuXL0dQUBA8PDy0Rj7Wr1+PkpISlJSUoG/fvnW+nx9//LE4ajRx4kS88sorYne9goICzJ49GytWrNAqDu62adMm3LhxA4Ig4LHHHsOqVasAAM899xxWr16NpUuXNjpV8T//+Q/Wr1+PFStWIDk5GR06dAAAdOjQQZz+J5FI8Prrr+O3336Dk5OTVme4rVu34qmnnsLw4cPF0UJ1oaIe+fLw8EDXrl2RmJiIlStX1rvObOnSpXBxcYGLiwsGDRoEAGjRogXCwsIglUoRHx8vFs93F0xBQUF47bXXkJubi6KiIpSUlEAmk2HYsGEoKSlBv379kJqaiqqqKpSUlOD27duYO3euWBx16tQJly5dEhuXaLpy5YpYdP70009aRRkRkSVpcgVTYWEhhg0bdt/F0t69e/Hbb7/hvffeM0xiRGTV2rRpg4SEBPGNMVDbJnrTpk1QqVSIjo7GypUrsWjRIpSVlSE/Px8jRoyAt7c3xo0bB6B2VKmmpgYPP/ywOBXL3t4eEokE8fHxCAoKQlVVFdq3b49p06bhnXfeEYsIR0dHFBcXIzY2Fr1798agQYPQp0+fOnmWlpbWacOtZmNjA39/f1RWVord/JKTk/Hll19i3bp16NixIyZMmIDLly/Dzs4Ojz76KOLj45GcnFxnGiJQO9Xu3LlzyM/Pv6/v5fnz57F27VpxTdNLL72Exx57DDk5OQCAmJgY9OjRAyNHjmzwcygUCsTFxaFr166QSCRYsWIFZs+ejWPHjgGobaBw+vRpBAQEAKht1rFo0SKxALh16xZmzZqFH3/8EY888giuXLmCy5cv4/LlyygoKMDZs2fF48uXL8PX1xeffvoprl69KhYvKSkpCAgIwNdffy3m5evri//+97/49NNPtfY6Ki8vx+3bt8VOi5pmz56NgoICFBQU4Mcff9S6NnPmTJw7dw4//PADgNrC+e4iMisrC76+vmjRogU8PDwQGhqKtm3bwsPDA/7+/ggLC4Onpyc8PDzqjOQBENfjaX5vP/zwQ3Tt2lX8mTz66KMN/iyIiMxdk1vDNGHCBDzzzDM4cuSIzs+5ffs2YmJisHTpUnF+PBHR/WjevDkmT56M7777TjwnkUjw5ptv4rXXXsPnn3+OiooKjB07ViyQ2rdvj+nTp4ub0/7xxx944IEH0LlzZ6124gDwxBNPaO219OGHH+LHH39ETEyMWNwcOHAAEomkzptq9agGUDs6c3d3u7v3Z5o5cyaCgoKQmpqKwsJCxMbGYs+ePSgoKEDLli3Rr18/DBw4EO+++26D3w+lUokzZ85AKpVqjSypvfLKK+L6m7KyMnEEQ6VS4dVXX8Ujjzwi7skkkUjw/fffAwAWL16Mn376SWsaY33UN7+effZZ7N+/H0888QTeffdd5OTkIDExEZmZmcjKykJmZiays7PRokULqFQqPPXUUwCAI0eOYOjQobC3t9daRyQIgtjp7tdff9U6r25tfvv2bTg6OuKDDz5ASUkJioqKcOvWLfHnHBAQgNdeew1z5swRG34899xzGD9+vLh+S5Ozs7PYFfHuvY3at2+Pfv36YfPmzRg5ciQqKirqNBHp0qULbt++jYKCAvTs2RNLly7VKnAvXryIPn36YMSIEXjhhRca/b4CtQ061q5di9jYWISGhuLJJ5+853OIiMxZkxthWrt2Ld544406548dO4bevXvDzc0NTz31FEpLS8VrcXFxqK6uhq2tLX755RfuWE5EeqFSqeDh4YEWLVpg48aNWLRokTg9TiaTIT8/H926dRMLlv3792PIkCE6fW4nJycsW7YMe/bsQXp6OoD69/EBgK5du6J169aoqanBX3/9JXaos7W1xeDBg7U6wa1evRo///yzWHC88MILeOSRR2BnZ1dvK/OGrFq1CrNmzUJiYmKdG1HqrnWFhYU4efIk2rdvLxYlubm5OH36dJ0pfgCQkJCAhQsX4ssvvxSnx9Xn0KFDWLZsGVatWqW1/1G3bt0watQorFixAvn5+XjssceQmJiI8PBwTJ8+Hdu2bRM34B0wYAAUCgXKy8vFqYMlJSX45JNP0Lp1a3h6euKjjz4Sz5eWlqKyshJKpVIc4bGzs8OuXbvQvn17+Pv7w8/PD35+fuJ6po4dO4rnfH19ERAQgIKCAp2/x5rfl6+++gpA7cjY3SOINjY2cHZ2xgMPPIDvv/8eM2fOxKZNmwDUrhUbMmQIwsPDsXr1ap2+3rJly5CWloZ33323waYl6vVxRESWoMkVTOrpFZpKSkowZMgQDBkyBOnp6SgrK8Nbb70FoHYO9qpVqxAQEIBLly5hzpw5GDVqFIsmIvpHVCoVRo8ejbCwMPHvyHfffYfmzZvj8uXL4qjK+vXrER0djREjRojtuVNTUxvtRKb24osv4qeffsL48eNx6tQphISENBq/e/dujBgxAvHx8aipqUG/fv0wYMAA7N+/Hz/99BOCgoIAAL/88gtef/11LFu2DG3atAFQW4QdOHCg3nVGalOmTMEff/yhdW7q1Km4dOkSXnnlFQDQajLRpk0b8U392rVr0bp1awwfPly8dvToUXTu3Fnr823atAmvvfYalixZIq6vaoiDgwNee+018XOqDRkyBHl5efj777+xZcsWvPPOO3jyySfRrFmzRj+fWlpaGmbNmoUVK1bgf//7H2bOnKm1jqw+zz33HCoqKqBUKnHnzh3cuXMHKSkpAGqLG/U5pVKJW7du1dsyvqSkRJz6l5eXV+d6586dxVG84uLiBqdcArVT53bs2IGpU6fiueeeQ3h4OHr27ImdO3c2uLmumkqlgiAIaN68eZ2fz92eeuopvPnmm43GEBGZiyY3Ja8+e/bsgZ2dHWJjYyGRSPD222+Li1O/+uoreHl54eDBg3B0dMRbb72FBx54AAcOHBAX1xIR6aqiogI7d+5Eu3btEBERgZKSEsydOxcbNmzAuXPnkJycjIsXL2Lr1q3YunUrDh48iOTkZLzxxhvYvXs3+vfvD+D/RotOnTqFbt26iZ//2rVr+Pbbb9G7d28AEIsdoHa/nOrqauTk5Ij7KAG1zSQWLFiAL7/8Ejt27ICTkxOCgoLw9NNPo2/fvli1ahW6dOmCiIgIfPDBB3j99dfFKW9KpbLOyJWtrS2uXLkCQRCQl5eHr776Ct27d8ejjz4qdn9zdnaGs7MzBEHAsmXL8Ntvv6FFixY4ffo0BgwYgNu3b0Mmk2HcuHF4+umncf36ddja2uKhhx4Sb3ypC05BEMQW5OrubWoKhaJOfpGRkYiMjBSfq+bo6Fhvk4j6ug1qun79Or744gt8/PHHePfddxEdHQ0A2LdvH8aMGYMtW7Zgzpw5GDx4sFYuJ06cgKOjY53W4FeuXAFQu1br7iJFoVDA1tZW/LmqVCqsWrVKbFihplKp6h3dOXfunNbvy91u3LiBa9euwdfXF9u3b8edO3fw4IMP4vTp0wgNDW2wjbn6a959M1FdqO3btw/BwcEAgLy8PBw+fBgPPfRQg5+LiMisCE0UAEEulwuCIAjLli0TpFKp4ObmJri5uQkuLi4CAKGyslJ4+eWXhRdeeEHrub169RISEhJMkDURWbpZs2YJR48eFaqrq4Vr164Jc+bMERwdHYU+ffoIPXv2FKRSqRAdHS1IJBKhT58+Qq9evYSRI0fW+TxyuVxo1aqVAKDOR48ePYTbt2/Xec4XX3whABAcHByEP/74Q7h48aIwePBgwdHRUWjbtq2wf/9+rfizZ88K3bt3F5o1aybk5+drXfvjjz8EAEJeXl6dr7N8+XJBIpGI+fj4+AhFRUWCIAjCBx98IPTt21eMPXXqlODj4yOcO3dOEARB+PPPP4V33nlHGDRokNChQwfB09NTsLe3FyQSiXDs2DGtr3PhwgUBgJCZmVknh7/++ksYN26cIJVKhdWrV9f/wxAE4cMPP9TKpz6RkZHCvHnztM5dvXpVmDNnjtCvXz9BKpUKXbp0Efbs2VPnudeuXROeeeYZQSKRCG3atBHeeOMNQaVSCYIgCC4uLoKLi4v42qPLh5OTk/Dwww9r5RYbGyseq38ulZWV4rkvvvhCeOONN4S+ffsKAISUlBSt+GXLlgnPPfecEBQUJEgkEiEsLExISEgQKisrhZ07dwr9+vUTJBKJ4ODgIHTt2lUYOnSosGbNmjr/1gkTJghPP/201rmysjKhU6dOdX5HH3jgASErK6vR7zsRkbngCBMAPz8/9OjRQ9yrQhAElJaWws7ODn5+fjh37pwYq1KpcO3aNXE6ChHR/Vi+fLn4uE2bNhg7dixcXFzw/PPPo3nz5vDw8MCIESMQFxeH9u3bix0679auXTvk5+ejrKxMawTE3t6+zqJ+tTFjxiAwMBDh4eHitKywsDCMGzdO3MhVU+fOnSGTyXD48GG0bt1a69ojjzzS4MjLrFmzMG3aNHF0x8XFRRztuLuBREhICLKyssROaw8//HC9eyfVRz1apW7BrSkgIADHjh3DjBkzGm1nrVAoGt0YVv11NBtjAICXlxeOHDmCBx98EPPmzcOAAQPqXSPWpk0bJCUlYc6cOVi7di26desmxqmbQ/wbY8aM0Zr+1r59e3z22WdaI0ESiQRbt25FeHg49u7dK44+AhBbvvfu3RvTpk3DE088IW4CDACjRo3CqFGjkJubi/379+Ovv/7C2bNntRqMqG3evLnOORcXF2RmZkKhUIi/LxKJpN5GH0RE5koiNPSKZ+UkEgnkcjnatWuHkpISdO7cGatWrULfvn3x9ddfY/ny5bh27RouXLiAnj174uuvv0bv3r3x2WefYcOGDZDL5TrPayci0lVJSQm7cRIREZkRjjABcHd3xw8//IDXXnsNL7zwAoKCgvDDDz/A1tYWnTt3xubNm7FgwQKcP38eDz74IHbt2sViiYgMgsUSERGReWmyI0xERERERET30uTaihMREREREemKBRMREREREVEDmswaJpVKhZycHLi4uDS42z0REREREVk/4f9vmO7r61vvvnWamkzBlJOTA39/f1OnQUREREREZiI7Oxt+fn6NxjSZgkm9x0d2dra4/wgRERERETU9ZWVl8Pf3F2uExjSZgkk9Dc/V1ZUFExERERER6bRUh00fiIiIiIiIGsCCiYiIiIiIqAEsmIiIiIiIiBrAgomIiIiIiKgBLJiIiIiIiIgawIKJiIiIiIioASyYiIiIiIiIGsCCiYiIiIiIqAEsmIiIiIiIiBrAgomIiIiIiKgBLJiIiIiIiIgawIKJiIiIiIioASyYiIiIiIiIGmBr6gSoaVAqlUhPT0dRURE8PT0REhICqVRq6rSIiIiIiBrFgokMLjk5GYmJicjLyxPPeXt7IyYmBlFRUSbMjIiIiIiocZySRwaVnJyM2NhYFBcXa50vLi5GbGwskpOTTZQZEREREdG9sWAig1EqlVixYgUEQUD37t2RkJCAvXv3IiEhAd27d4cgCFi5ciWUSqWpUyUiIiIiqhcLJjKYtLQ0lJSUIDg4GEuWLEFQUBCcnZ0RFBSEJUuWIDg4GMXFxUhLSzN1qkRERERE9WLBRAajLoQmT54MGxvtXzUbGxtMnjxZK46IiIiIyNywYCKDk0gkpk6BiIiIiOgfYcFEBhMaGgoA2LBhA1QqldY1lUqFjRs3asUREREREZkbFkxkMKGhoXB3d0dGRgbmzZuHM2fOoKKiAmfOnMG8efOQkZEBd3d3FkxEREREZLa4DxMZjFQqxaxZs7Bw4UKcPHkSMplMvObg4AAAmDVrFjewJSIiIiKzxREmMqioqCjEx8fD3d1d67yHhwfi4+O5cS0RUROiVCqRmpqKgwcPIjU1ldtKEJFFkAiCIJg6CWMoKyuDm5sbSktL4erqaup0mhylUon09HQUFRXB09MTISEhHFkiImpCkpOTkZiYiLy8PPGct7c3YmJiePOMiIzufmoDkxZMJSUlyMrKQseOHeHh4WHQr8WCiYiIyDSSk5MRGxuLiIgIREdHIyAgAHK5HElJSZDJZIiLi2PRRERGdT+1gcmm5G3btg3t2rXDlClT4Ofnh23btt3zOSNGjIBEIhE/Bg4caIRMiYiI6J9SKpVITExEREQEFi9erLWJ+eLFixEREYHVq1dzeh4RmS2TFEylpaWIiYlBcnIyMjIykJCQgNmzZ9/zecePH0dGRgaKi4tRXFyMXbt2GSFbIiIi+qfS09ORl5eH6Ojoejcxj46ORm5uLtLT002UIRFR40zSJa+srAyffPIJQkJCAADdu3fHzZs3G33O9evXIQgCunbtaowUiYiISA+KiooAAAEBAfVeV59XxxERmRuTjDD5+/sjOjoaAFBTU4OVK1di9OjRjT7n6NGjUCqV8PPzQ7NmzTBhwgQUFxcbI10iIiL6hzw9PQEAcrm83uvq8+o4IiJzY9K24qdOnYK3tzd++uknfPrpp43GZmZmolu3btizZw9SUlIgl8sxd+7cBuMVCgXKysq0PoiIiMi4QkJC4O3tjaSkJKhUKq1rKpUKSUlJ8PHxEWedEBGZG5N2yRMEASdPnsTMmTPRunVrbN++XefnJicn46mnnkJhYWG91xctWoS4uLg659klj4iIyLjUXfL69OmDXr16wcHBAQqFAkePHkVKSgq75BGR0VlMW3E1uVyO9u3bo6ioqM4Gpw3JzMxE586dUVVVBQcHhzrXFQoFFAqFeFxWVgZ/f38WTERERCawZs0abNu2TasbnlQqxdixYzF16lQTZkZETdH9FEwmafrw+++/48cff8RHH30EALC3t4dEIqnTPUfT+PHj8frrr+ORRx4BAMhkMnh5edVbLAGAg4NDg9eIiIjIeJKTk7Fly5Z6R5i2bNmCLl26cISJiMyWSQqmjh074osvvkCHDh0wZMgQzJ8/H4MGDYKrqyvKysrg5OQEOzs7recEBwdj5syZWLlyJQoLCzF37lxMmzbNFOkTERGRju7eh0nz5ujIkSMxf/58rF69GpGRkZBKpSbMlIiofiZp+uDj44Pt27dj1apVCAoKQkVFBb7++msAtYtD9+zZU+c5c+bMQUhICJ544glMmzYNMTExmDdvnrFTJyIiovvAfZiIyNKZZIQJAB5//HGcOXOmzvnLly/XG29nZ4f169dj/fr1Bs6MiIiI9IX7MBGRpTNpW3FqOpRKJVJTU3Hw4EGkpqZqLfolIiLrxX2YiMjSmWyEiZqO5ORkJCYmIi8vTzzn7e2NmJgYLvIlIrJymvsw3b2GifswEZElMIu24sZwP60DSX/Ue2/Y29trtXl3cHBAdXU1994gImoCuA8TEZkbi9uHyRhYMBmfUqnEmDFjUFJSgoiICEyaNAkBAQGQy+X49ttvIZPJ4OHhge3bt7MzEhGRleM+TERkTsx+HyZqGtLS0lBSUoLg4GAsWbJEnIYRFBSEJUuWYMaMGcjIyEBaWhp69Ohh4myJiMhQuA8TEVkyNn0gg0lLSwMATJ48ud5WspMnT9aKIyIi66O5D9OSJUswevRoDB06FKNHj8aSJUsQERGB1atXsxkQEZktFkxkcBKJxNQpEBGRiXAfJiKydCyYyGBCQ0MBABs2bIBKpdK6plKpsHHjRq04IiKyPtyHiYgsHQsmMpjQ0FC4u7sjIyMD8+bNw5kzZ1BRUYEzZ85g3rx5yMjIgLu7OwsmIiIrxn2YiMjSsekDGYxUKsWsWbOwcOFCnDx5EjKZTLzm4OAAAJg1axY75BERWTHuw0RElo4jTGRQUVFRiI+Ph7u7u9Z5Dw8PxMfHsysSEZGVk0qliImJgUwmw/z587VmG8yfPx8ymQzTpk3jzTMiMlvch4mMQqlUIj09HUVFRfD09ERISAhfHImImpDk5GQkJiYiLy9PPOfj44Np06bx5hkRGR03rq0HCyYiIiLT4s0zIjIX3LiWiIiIzI5UKkVYWJip0yAiui9cw0RERERERNQAFkxEREREREQNYMFERERERETUABZMREREREREDWDBRERERERE1AAWTERERERERA1gwURERERERNQAFkxEREREREQNYMFERERERETUABZMREREREREDWDBRERERERE1AAWTERERERERA1gwURERERERNQAFkxEREREREQNYMFERERERETUABZMREREREREDWDBRERERERE1AAWTERERERERA1gwURERERERNQAFkxEREREREQNYMFERERERETUABZMREREREREDWDBRERERERE1AAWTERERERERA2wNXUCRERE1DQolUqkp6ejqKgInp6eCAkJgVQqNXVaRESNYsFEREREBpecnIzExETk5eWJ57y9vRETE4OoqCgTZkZE1DhOySMiIiKDSk5ORmxsLAIDA5GQkIC9e/ciISEBgYGBiI2NRXJysqlTJCJqkEQQBMHUSRhDWVkZ3NzcUFpaCldXV1OnQ0RE1CQolUpER0cjMDAQixcvho3N/92rValUmD9/PuRyOb799ltOzyMio7mf2oAjTERERGQw6enpyMvLQ3R0tFaxBAA2NjaIjo5Gbm4u0tPTTZQhEVHjWDARERGRwRQVFQEAAgIC6r2uPq+OIyIyNyyYiIiIyGA8PT0BAHK5vN7r6vPqOCIic8OCiYiIiAwmJCQE3t7eSEpKQk1NDVJTU3Hw4EGkpqaipqYGSUlJ8PHxQUhIiKlTJSKqF9uKExERkcFIpVLExMQgNjYWTz75JKqrq8Vr9vb2qKmpQVxcHBs+EJHZMukIU0lJCY4cOYLi4mJTpkFEREQGJgiCVrEEANXV1WgizXqJyIKZrGDatm0b2rVrhylTpsDPzw/btm2753N+//13dO7cGS1btsSKFSuMkCURERH9G0qlUnzN7tOnD2bMmIH//Oc/mDFjBvr06QMAWLFiBZRKpSnTJCJqkEkKptLSUsTExCA5ORkZGRlISEjA7NmzG31OQUEBRowYgYkTJ0ImkyEpKQm//vqrkTImIiKifyItLQ0lJSUIDg7G+++/j9GjR2Po0KEYPXo03n//fQQHB6OkpARpaWmmTpWIqF4mKZjKysrwySefiAs8u3fvjps3bzb6nKSkJPj6+mLBggXo0KEDFi5ciPXr1xsjXSIiIvqH1IXQCy+8UO8+TJMnT9aKIyIyNyYpmPz9/REdHQ0AqKmpwcqVKzF69OhGn3Pq1Ck89thjkEgkAIBevXrhxIkTDcYrFAqUlZVpfRAREZFpcK0SEVkqkzZ9OHXqFLy9vfHTTz/h008/bTS2rKxMa9M7V1dX5OTkNBi/dOlSuLm5iR/+/v56y5uIiIh0ExoaCgDYuHEjVCqV1jWVSoWNGzdqxRERmRuJYMJbPoIg4OTJk5g5cyZat26N7du3Nxg7fvx4REZG4o033gBQu4jU0dERNTU19cYrFAooFArxuKysDP7+/igtLYWrq6t+/yFERERUL6VSiTFjxqCkpAR9+vRB79694eDgAIVCgSNHjiAlJQUeHh7Yvn07W4sTkdGUlZXBzc1Np9rApPswSSQS9OjRA1999RXat2+PkpISuLu71xvr6emJgoIC8bi8vBz29vYNfm4HBwc4ODjoO2UiIiK6D1KpFLNmzcLChQuRkpKClJSUOjEzZ85ksUREZsskU/J+//13ra549vb2kEgkdRaDagoPD4dMJhOPU1NT0aZNG4PmSURERPpz941M3tgkIktgkil5ubm5eOihh/DRRx9hyJAhmD9/Pm7cuIF9+/ahrKwMTk5OsLOz03pOYWEh/P39sXv3bvTt2xcjRozAgw8+iM8++0ynr3k/w25ERESkH0qlEtHR0QgMDERcXBxOnz6NoqIieHp6omvXroiNjYVcLse3337LUSYiMpr7qQ1MMsLk4+OD7du3Y9WqVQgKCkJFRQW+/vprAEBISAj27NlT5zktW7bEypUrMXToUHh5eSErKwvz5883dur0DymVSqSmpuLgwYNITU3lBoVERE1Eeno68vLyEB0dDTs7O4SFhWHAgAEICwuDnZ0doqOjkZubi/T0dFOnSkRUL5OtYXr88cdx5syZOucvX77c4HOmTp2KwYMHIzMzE48++iiaN29uwAxJX5KTk5GYmIi8vDzxnLe3N2JiYhAVFWXCzIiIyNCKiooAQKvTrSb1eXUcEZG5MWlb8X8iICAAQ4YMYbFkIZKTkxEbG4vi4mKt88XFxYiNjUVycrKJMiMiImPw9PQEAMjl8nqvq8+r44iIzI1Ju+SRdVMqlVixYgUEQUBYWFi9rWRXrlyJyMhIzlsnIrJSISEh8Pb2RlJSEhYvXqzV4EmlUiEpKQk+Pj4ICQkxYZZERA1jwUQGk5aWhpKSErRt2xaXL1/WaiXr7e2Ntm3b4urVq0hLS0OPHj1MmCkRERmKVCpFTEwMYmNjMX/+fERHRyMgIAByuRxJSUmQyWSIi4vjjTMiMlssmMhg0tLSAADZ2dno06cPxo8fD0dHR1RVVeHo0aNiAcWCiYjIukVFRSEuLg6JiYmYPn26eN7HxwdxcXFcz0pEZo0FExmMSqUCAPj5+eHSpUta+2h5eXmhTZs2uHbtmhhHRETWKyoqCpGRkUhPTxfbioeEhHBkiYjMnsU1fSDLoe5pn52djcDAQCQkJGDv3r1ISEhAYGAgrl27phVHRETWTalU4u+//8bp06fx999/c4sJIrIIHGEig3F3dxcf370/suaxZhwREVmnNWvWYNu2bVpF0po1azB27FhMnTrVhJkRETWOBRMZTFlZmfg4NTVVq+mDg4NDvXFERGR91qxZg++++w4eHh546aWXEBERAZlMhvXr1+O7774DABZNRGS2OCWPDEY9ctShQwe4ubnVudahQwetOCIisj7V1dXYtm0bPDw88N1336FNmzZIS0tDmzZtxCJq27ZtqK6uNnWqRET14ggTGUzLli0BAH///Tf69OmDiRMnivswaXbJU8cREZH12bVrF5RKJR599FE899xzyM/PF695eXnhkUcewe7du7Fr1y6MHTvWhJkSEdWPBRMZjHqzQjc3N8jlcq0ueT4+PujYsSPKysq4WSERkRXLyckBAPzwww9a07EBoKSkBLt379aKIyIyNyyYyGA0NytU78N09wgTNyskIrJu3t7e4uPu3btj0qRJ4sa13377rXgzTTOOiMicsGAig9LcrPDuESZuVkhEZP3atWsHoPYm2rx587Bv3z4cOHAAvr6+mDdvHkaOHAmlUinGERGZGxZMZHDcrJCIqOk6ffo0gNo9mIYNG6Z1LSEhQSuud+/eRs2NiEgXLJjIKKRSKcLCwkydBhERERHRfWHBREZRXV2NXbt2IScnB76+vhg5ciTs7e1NnRYRERlY165dAdTeONu1axf27dsnvhYMGTJEnJKnjiMiMjcsmMjguLs7EVHTdfnyZQC1U/KWLFmCSZMm4cknn4RcLseSJUvE14bLly9zSh4RmSUWTGRQ6t3dbWy090gWBIG7u1OTo1QquZaPmpy8vDzx8YkTJ7QaAGm2GdeMIyIyJyyYyGCqq6uxdetWAECvXr3w7LPPiq1kv/nmG6SkpGDr1q148cUXOT2PrF5ycjISExO13hR6e3sjJiaG3SLJqvn6+gIAwsPDceLECa1rd+7cQc+ePXH8+HExjojI3NjcO4Ton9m5cydUKhXat2+P999/H0FBQXB2dkZQUBDef/99BAYGQqVSYefOnaZOlcigkpOTERsbi8DAQCQkJGDv3r1ISEhAYGAgYmNjkZycbOoUiQxm5MiRsLGxwbFjx+rMNpBIJDh+/DhsbGwwcuRIE2VIRNQ4FkxkMBkZGQCAl156qc6LpI2NDV566SWtOCJrpFQqkZiYiIiICCxevFjrxsHixYsRERGB1atXa63xI7ImUqkUdnZ2AGpHlDSpj+3s7Dg9lYjMFgsmMhgnJycADc9LV59XxxFZo/T0dOTl5SE6OrreGwfR0dHIzc1Fenq6iTIkMqy0tDQoFIpGYxQKBdLS0oyTEBHRfWLBRAYzaNAgAMCGDRvqvau4ceNGrTgia1RUVAQACAgIqPe6+rw6jsjanDx5EgDQpUsX/PTTT5g+fTpGjx6N6dOn46effkKXLl204oiIzA2bPpDBdO/eHc7OzigvL8fYsWPx4osvIiIiAjKZDF9++SXKy8vh7OyM7t27mzpVIoPx9PQEAMjlcgQFBdW5LpfLteKIrM2NGzcAAAMHDoSjoyPGjh2rdX3AgAE4e/asGEdEZG44wkQGI5VK8c477wAAiouLsXz5cjz99NNYvnw5iouLAQDvvPMO562TVQsJCYG3tzeSkpKgUqm0rqlUKiQlJcHHxwchISEmypDIsFq3bg0AOHDgQL3/Bw4ePKgVR0RkblgwkUFFRUUhPj6+zguhl5cX4uPj2U6ZrJ5UKkVMTAxkMhnmz5+PM2fOoKKiAmfOnMH8+fMhk8kwbdo03jggq6WeRXD27FnMmzdP6//AvHnzcPbsWa04IiJzIxEEQTB1EsZQVlYGNzc3lJaWwtXV1dTpNDncsJOauvr2YfLx8cG0adN444CsmlKpxJgxY1BSUgIHBwetBhDqYw8PD2zfvp2vC0RkNPdTG3ANExGREURFRSEyMpI3DqjJkUqlmDVrFmJjY+tMyRMEARKJBDNnzuT/BSIyWyyYyODqu7Pu7e2NmJgY3lknImoCoqKiMH78eGzbtk3rvFKpxPjx4/laQERmjQUTGVRycjJiY2MRERGBBQsWICAgAHK5HElJSYiNjUVcXBxfKKlJ4I0DasqSk5OxZcsW9OnTB7169RKn4h09ehRbtmxBly5d+P+AiMwW1zCRwSiVSkRHRyMwMBCLFy/W2rRTpVJh/vz5kMvl+PbbbzkVg6ya5o2D6OhorRsHMpmMNw7IqvG1gIjM0f3UBuySRwaTnp6OvLw8REdHa71AAoCNjQ2io6ORm5uL9PR0E2VIZHhKpRKJiYmIiIjA4sWLERQUBGdnZwQFBWHx4sWIiIjA6tWroVQqTZ0qkUHwtYCILB0LJjKYoqIiAEBAQEC919Xn1XFE1ohvFqmp03wtUCqVSE1NxcGDB5GamgqlUsnXAiIye1zDRAbj6ekJAJDL5QgKCqpzXS6Xa8URWaO73yze3SWPbxbJ2qn/xu/cuRM//PAD8vPzxWteXl4YMWKEVhwRkblhwUQGExISAm9vbyQlJSEuLg6nT58W3yh27doVSUlJ8PHxQUhIiKlTJTIYzTeLu3fvrtP0YdiwYVpxRNYmJCQE7u7uWLt2bZ1r+fn5WLt2Ldzd3flaQERmiwUTGYxUKkVMTAxiY2MxbNiwOpsVVldXIy4ujot8yappvlm8u1vkt99+i3Xr1sHDw4NvFsmqVVZWAgBsbW0xbtw4DB06FHv37sXWrVtx584d8ToRkTliwUQGJwiCVrEEoM4xUVPWRJqVUhN18uRJKBQKODo6wtXVFZs2bcKmTZsA1E7JKy0tRVVVFU6ePInw8HATZ0tEVBcLJjIYpVKJFStWAAD69OmD3r17i3tvHDlyBCkpKVi5ciUiIyM5ykRWKz09HSUlJXj55Zexe/duTJ8+Xbzm4+ODl19+GWvXrkV6ejrCwsJMmCmRYezfvx8A8Morr2DkyJF11vH973//w2effYb9+/ezYCIis8SCiQwmLS0NJSUlCA4Oxvvvv6/VIWzkyJGYMWMGMjIykJaWhh49epgwUyLDUTdzGD16NCZMmFDnzaJCocDatWvZ9IGslnq6nY+PD6RSaZ0bA97e3lpxRETmhm3FyWDS0tIAAJMnT663nfLkyZO14oiskWa3SPWbxQEDBiAsLAxSqZTdIsnqBQcHAwDWrVsHlUqldU2lUmH9+vVacURE5oYjTGRwEonE1CkQmQy7RVJTN3r0aHz++ee4ePEi3n333TrTsy9dugQbGxuMHj3a1KkSEdWLBRMZTGhoKL755hts2LABoaGhWqNMKpUKGzduFOOIrBW7RVJTZ29vj3HjxuG7775DSkoKUlJS6sSMGzcO9vb2JsiOiOjeOCWPDCY0NBTu7u7IyMjAvHnzcObMGVRUVODMmTOYN28eMjIy4O7uzoKJmoSGOuGxQx41BV26dPlX14mITEkiNJFX67KyMri5uaG0tBSurq6mTqfJSE5OxsKFC8XpF2rq4/j4eERFRZkwQyLDUiqViI6ORmBgYL1T8mJjY8U9mTjKRNZIqVRizJgxKCkpQe/eveHn5weFQgEHBwdcu3YNR44cgbu7O3bs2MH/A0RkNPdTG3BKHhlUVFQU4uPjkZCQgPz8fPG8h4cHYmJiWCyR1UtPT0deXh4WLFgAOzu7Oh3CoqOjMX36dLYVJ6ul2TF16dKldaZns2MqEZk7FkxkcFFRUYiMjKzTTpl3EqkpULcLDwgIQHV1NXbt2oWcnBz4+vpi5MiRCAgI0IojsjbqTqgvvPBCgx1T33rrLRZMRGS2TFYw7dq1CzNnzsTVq1fRtWtXbN68GZ07d270OSNGjMDu3bvF4wEDBuDAgQOGTpX0oL69N4iaAnW78BUrVuDXX3+FUqkUr61ZswaPPfaYVhyRtRIEAUqlss7NMyIic2eSgunixYt44YUXsGbNGvTt2xevv/46pkyZgj///LPR5x0/fhwZGRnw8/MDANjZ2RkjXSKifywkJATOzs44cOAAPDw88NJLLyEiIgIymQzr16/HgQMH4OzszDeOZLXUHVNXrVqF6upq5OXlide8vb3F7nhsAERE5sokBdO5c+ewbNkyjBs3DgAwbdo0PPnkk40+5/r16xAEAV27djVGikREeqFUKlFVVQUA6NSpEwICAuDk5ISAgAB06tQJKSkpqKqqglKp5DRVskqhoaFwdnbG1atX6+zLl5+fD0EQ0KxZMxZMRGS2TFIwDRs2TOs4KysLHTp0aPQ5R48ehVKphJ+fH4qLizF8+HCsXr0aHh4ehkyViOhf2bVrF1QqFUaMGIEjR45g+vTp4jVvb28MHz4cu3fvxq5duzB27FgTZkpkONzAnIgsmcn3Yaqursby5csxderURuMyMzPRrVs37NmzBykpKZDL5Zg7d26D8QqFAmVlZVofRETGlpOTA6B2dOlugiCI59VxRNYmLS0Nt2/fRtu2beHl5aV1zcvLC23btsXt27fF5hBERObG5F3yYmNj0axZM0yZMqXRuLlz52oVSB999BGeeuoprFmzpt74pUuXIi4uTq+5EhHdL19fXwC1f7McHBy0rpWUlODjjz/WiiOyNupCaMaMGQgNDa3T9CEtLY1d8ojIrJl0hOnQoUNISEjApk2b7ruBQ+vWrXHz5k2tzVA1zZ07F6WlpeJHdna2PlImIrovmlOQQ0NDkZCQgL179yIhIUFrzcbdU5WJrI1EIhE7pg4YMABhYWFct0dEFsFkBZNcLsfEiRORkJCALl263DN+/PjxOHz4sHgsk8ng5eVV546tmoODA1xdXbU+iIiM7ezZs+Lj8+fP49KlS6ioqMClS5dw/vz5euOIrIn6xsCGDRugUqm0rqlUKmzcuFErjojI3JhkSl5lZSWGDRuGkSNHYvTo0bh16xYAoFmzZigvL4eTk1OdEafg4GDMnDkTK1euRGFhIebOnYtp06aZIn0iIp2ppyP169cPf/zxB5YvXy5ek0ql6NevH3777TdORyKrFRoaCnd3d2RkZGDevHmYNGkSAgICIJfL8e233yIjIwPu7u4smIjIbJmkYNq/fz/Onj2Ls2fPYu3ateJ5uVyOfv364ZNPPsGoUaO0njNnzhzI5XI88cQTcHFxQUxMDN59910jZ05E9M+0a9cOZ8+exY0bN8RzLVq0wAMPPGDCrIgMTyqVYtasWVi4cCFOnDgBmUwmXlPvwTRr1ixOzyMisyURBEEwdRLGUFZWBjc3N5SWlnJ6HhEZzYkTJ/DWW28BqN1su6amRrymebx8+XKOMJFVW7NmDbZu3ao1LU8qlWLs2LH37JRLRKRv91MbmLxLHhGRNQsODoZEIoEgCFAqlVrX1McSiQTBwcGmSI/IKJKTk7Flyxb07t0bbdq0QXV1Nezt7XH9+nVs2bIFXbp0QVRUlKnTJCKqFwsmIiIDysjIwL0G8gVBQEZGBkeYyCoplUokJiaiY8eOuHz5MlJSUsRr3t7e6NixI1avXo3IyEhOyyMis2TyjWuJiKzZyZMnAQD+/v5o0aKF1rWWLVvCz89PK47I2qSnpyMvLw9ZWVkoLi7WulZcXIysrCzk5uYiPT3dRBkSETWOBRMRkQGpmzwEBwfXuXtuY2MjTsXTbAZBZE0KCwvFx927d9fai6x79+71xhERmRMWTEREBtS6dWsAwN69exEQEKD1ZjEgIAD79u3TiiOyNkVFRQCA9u3bY8mSJQgKCoKzszOCgoKwZMkSBAYGasUREZkbFkxERAak694y3IOGrFVZWRkANLjRvKOjo1YcEZG5YdMHIiIDsrH5v/tSx48f19qDRnODbs04Imui/t0+e/Ys5s+fj+joaHHj2qSkJJw9e1YrjojI3LBgIqNQKpVIT09HUVERPD09ERISwm5I1CSUlJSIjzX3YLr7WDOOyJqEhobim2++Qdu2bXHx4kVMnz5dvObt7Y22bdvi6tWrHGUlIrPFgokMLjk5GYmJicjLyxPPeXt7IyYmhvtukNXz9PTUaxyRpQkNDYW7uzuuXr2KPn36YMKECXBwcIBCocCRI0eQkpICd3d3FkxEZLZYMJFBJScnIzY2Fvb29lrni4uLERsbi7i4OBZNZNUeeugh8XHv3r3Rp08fODo6oqqqCikpKThy5EidOCJrIpVKMWvWLCxcuBCpqala+zCp1zXNmjWLsw6IyGxxwjAZjFKpxIoVKyAIQr2tZAVBwMqVK6FUKk2dKpHB/PDDD+JjGxsbdOzYEX379kXHjh211mxoxhFZm6ioKERGRkKhUGidVygUiIyM5I0zalKUSiVSU1Nx8OBBpKam8n2QBeAIExlMWloaSkpKEBwcjCVLlohvDtWtZGfMmIGMjAykpaWhR48eJs6WyDAyMjIAANHR0Thw4ECd9RvPPPMMNm3ahIyMDIwfP95UaRIZ1Jo1a/Dnn3/C3d0dgwYNgq+vL3JycrB//378+eefWLNmDaZOnWrqNIkMjssULBNHmMhg0tLSAACTJ0+u0/3IxsYGkydP1oojskZOTk4AaqehSiSSOtfVzR7UcUTWprq6Gtu2bYOHhwe2bNmCiIgIuLi4ICIiAlu2bIGHhwe2bduG6upqU6dKZFDqZQqBgYFas24CAwMRGxuL5ORkU6dIDeAIExlcfW8SiZqKQYMG4ZdffsHevXvRp08fLFiwQGyp/M0332Dv3r1iHJE12rVrF5RKJR599FE8//zzde6sP/LII9i9ezd27dqFsWPHmjBTIsNRKpVITExEREQEFi9erDXrZvHixZg/fz5Wr16NyMhIruczQxxhIoNRdzzasGEDVCqV1jWVSoWNGzdqxRFZo27duok3DTIzM3Hp0iVUVFTg0qVLyMzMBFB7U6Fbt26mTJPIYHJycgDUrtOr78767t27teKIrFF6ejry8vIQHR1d76yb6Oho5ObmIj093UQZUmM4wkQGo24lm5GRgXnz5mHSpEninfVvv/0WGRkZbCVLVu/MmTMQBAFA7fS75cuX14kRBAFnzpxBWFiYsdMjMjhvb28AQPv27eu9sz5lyhRcunRJjCOyRkVFRQCAgICAeq+rz6vjyLxwhIkMRt1KFgBOnjyJ6dOnY+jQoZg+fTpOnjwJgK1kyfqpX/zmzZsHLy8vrWve3t6YN2+eVhyRtQkMDAQA3Lhxo97ZBgUFBVpxRNZIvdeeXC6v97r6PPfkM08cYSKDioqKQnx8PBISEpCfny+e9/DwYEcYahLUL36+vr7YtGkT0tPTUVRUBE9PT4SEhIjT8vgiSdaqrKwMAFBeXo6xY8fixRdfREREBGQyGb788kuUl5drxRFZo5CQEHh7eyMpKUlrpBWovXGQlJQEHx8fhISEmDBLaggLJjI49f4bd79R5MgSNQWaL5JxcXFa1/giSU2B+mbAwIED8euvv2pNS5VKpRg4cCAOHDjAmwZk1aRSKWJiYhAbG4v58+cjOjpaXKaQlJQEmUyGuLg4vjcyUxJBPbneypWVlcHNzQ2lpaVwdXU1dTpE1ISoW8na29trbdzp4OCA6upqxMXFcbSVrJZSqUR0dDQCAwPxzjvv4IMPPkBOTg58fX0xZ84cLFu2TFzbyjeLZO3q24fJx8cH06ZN4+uAkd1PbcARJiIiIxAEQatYAlDnmMgaqe+sL1y4ECNGjBDPy+Vy8Tg+Pp7FEjUJnHVjmVgwkVEolUr+caAmSalUYsWKFQAAOzs71NTUiNfUxytXruTeG2TVzp49e8/rvLtOTYVUKmVXVAvzjwomlUqFwsJCNG/eHM7OzvrOiaxMfcPP3t7ebPpATUJaWhpKSkoAAD179qzTXl8mk6G4uBhpaWno0aOHaZMlMoDq6mps3boVABAeHg4nJyfcunULzZs3R2VlJY4dO4atW7fixRdfhL29vYmzJSKqS+e24qWlpXjvvfcQGhqKzp07Y9SoUejTpw8CAwPx3HPP4a+//jJknmSh1Gs3iouLtc4XFxcjNjYWycnJJsqMyDjULfS7dOmC+Ph4VFdXQyaTobq6GvHx8ejSpYtWHJG12blzJ1QqFdzc3HDixAkkJyfj5MmTSE5OxokTJ+Dm5gaVSoWdO3eaOlUionrpNMKUlJSE9957D9OmTcP+/fvRunVr8ZpSqcTvv/+OBQsWwMfHB1988QVHnQjA/01FEgQB3bt3r/fOOqcikbW7ceMGAKBdu3Z49tln64y0hoWF4ezZs2IckbXJyMgAUHvjVbOVslppaakYN378eKPmRkSki3sWTP/973+xZ88eyGQyeHh41LkulUrRv39/9O/fH4mJiXjiiSc4akAA/m8qUnBwMJYsWaK1u/uSJUswY8YMZGRkcCoSWTX1Daa9e/eiT58+GD9+PBwdHVFVVYUjR45g3759WnFE1kZzml2vXr3w7LPPijfPvvnmG6SkpNSJIyIyJ/csmF544QXExMTUe1fobjExMZg0aZJeEiPLl5aWBgCYPHlynd8fGxsbTJ48GW+99RYLJrJqoaGhSEpKAlA77U795hDQfoMYGhpq7NSIjEI968TGxgbx8fHi731QUBDi4+PxxBNPQKVScXYKEZmte1ZBzZo106lYUuMeR3Q3iURi6hSITEbz7+edO3e0rmke38/fWSJLol7DqlKpMH78eOzevRuFhYXYvXs3xo8fD5VKpRVHRGRudFrD9MYbb+DBBx+EIAiNvvkVBAE3btzAkiVL9JYgWa7Q0FB888032LBhA0JDQ7XeEKpUKmzcuFGMI7JWRUVF4mMbGxvxzeHdx5pxRNZEc+SouLgYy5cvv2ccEZE50algOn36ND799FOdPmH//v3/VUJkPUJDQ+Hu7o6MjAzMmzevTtOHjIwMuLu7s2Aiq6bZUvzuTniCIKBnz544fvy4GEdkbQYNGoRffvkFTk5OaN68OQoKCsRrrVu3Rnl5OSorKzFo0CATZklE1DBuXEsGI5VKMWvWLCxcuBAnT56ETCYTrzk4OAAAZs2axQ55ZNXc3d0BAMePH0evXr1QVVWF0tJSuLm5wdHREUePHtWKI7I23bt3h7OzMyoqKlBVVaV1raCgAIIgoFmzZujevbuJMiQiahwnzZNBRUVFIT4+vs6bQQ8PD8THx3PjWrJ6np6e4uOjR48iPT0dV65cQXp6ulgs3R1HZE2kUilGjBgBoHZUVZP6ePjw4bx5RkRmiyNMZHBRUVGIjIxEeno6ioqK4OnpiZCQEL44EhE1AUqlEr/99ht8fX2Rm5urVTTZ2NjA29sbv//+O15++WW+LhCRWWLBRERkQJob0rq5uWHw4MHw9fVFTk4Ofv75Z3HTTm5cS9YqPT1d3LDZ3t4e1dXV4jVbW1vk5OSIcWFhYSbJkYioMSyYyOCSk5ORmJgovmACgLe3N2JiYjglj6zeH3/8AQBwcXGBo6Mjtm7dKl7z9vaGSqVCeXk5/vjjDwwZMsRUaRIZTGFhofi4e/fu6N27t9bmzeq9yTTjiIjMCQsmMqjk5GTExsYiIiICCxYsELvkJSUlITY2FnFxcSyayKqp3wS6uLjU2YdJpVKhefPmKC8v55tFslrqlvleXl6Qy+Vamzd7eXnBy8sL+fn5bK1PRGaLTR/IYJRKJRITExEREYG4uDhUV1dDJpOhuroacXFxiIiIwOrVq6FUKk2dKpHBuLi4AABycnLqFEWFhYXIzc3ViiOyNuXl5QCA/Px8BAYGIiEhAXv37kVCQgICAwORn5+vFUdEZG44wkQGo563Pnz4cEyaNEl8UQRq7yqOGDECf/31F+etk1V7+umnceLECQC16zU012/Y2dlBoVCIcUTWSLPJgyAIOH/+PK5cuQKFQlHnGlFToFQq2QjLwuhUMOXm5uLrr7+GIAiQSCQA6v5hk0gkEAQBZWVl+s+SLJJ6esXatWvrXMvPzxfPcxoGWTNb2//7M6tUKtG/f3889NBDyMzMxO+//15vHJE1cXV1BVDb9OTo0aNaU/KkUinc3NxQWloqxhFZM67rtkw6vUKfO3dO50/4/PPP/+NkyLpo7r3k7u6OKVOmICIiAjKZDOvWrUNJSUmdOCJrk56eLj5WKpU4dOgQDh06VG9ceHi4MVMjMgr1HmPqoqhVq1aorq6Gvb09CgoKxE6R3IuMrB3XdVuuf3xLMzc3FzU1NXXOt23b9l8lRNZDvcBdKpVi69atsLe3BwAMGzYMgwYNwpAhQ6BUKusshCeyRv7+/sjOztb5PJG10CyEysrKGpyJwoKJrJnmuu7FixfDxqa2jUBQUBAWL16M+fPnY/Xq1YiMjOT0PDP0jwqmfv36ITk5uc55iUTCBfwkOnDgAIDaPxKxsbHo1asXHBwcoFAocPToUfF35cCBA+jdu7cpUyUymNDQUHzzzTfIzs6GVCpFt27d0KJFC9y8eROnTp0Si6XQ0FDTJkpERAajXte9YMECsVhSs7GxQXR0NKZPn8513WbqHxVMWVlZOHHiBH+g1KjKykoAwKOPPoq//voLMplMvCaVSvHII4/g8OHDYhyRNerUqZP4WCqV4uTJk+Kxvb29eONAM47ImmhuytyzZ084OzujvLwcLi4uqKiowPHjx+vEEVkb9XrtgICAeq+rz3Ndt3n6RwVTXFwcoqOjMWrUKDg6OmpdW7hwoV4SI8sXHByMw4cP448//kCfPn3qbFZ4+PBhMY7IWq1bt058fPf0U83jdevW4c033zRWWkRGo/5b36pVK7E40tSqVSsUFBTg8OHD3LyZrJZ6yqlcLkdQUFCd63K5XCuOzMs/2odpzpw58PX1RW5uLuRyudYHkdqIESO0jjt27Ii+ffuiY8eOjcYRWZNr164BqL172KpVK61rrVu3Fu8qquOIrI26dX5BQUG919Xn1XFE1igkJATe3t5ISkqCSqXSuqZSqZCUlAQfHx+EhISYKENqzD8aYRo8eDCio6MxfPhwfedDViQzM1N8fHcrWc35u5mZmZzeSVbLwcEBANChQwfMmTOnzt4by5Ytg1wuF+OIrI2Pj49e44gskVQqRUxMDGJjYzF//nxER0drdcmTyWSIi4tjwwcz9Y9GmP7880+MGjUKvr6+CAwM1PogUlPPwx0zZky919XnOV+XrNkjjzwCADh06BCUSiXCwsIwYMAAhIWFQalU4tdff9WKI7I2d4+s/ts4IksVFRWFuLg4XLp0CdOnT8fQoUMxffp0yOVythQ3c/9ohOnbb7/Vdx5khdTzcPv3749XX30Vu3btQk5ODnx9fTFy5EhcuHABO3bs4Hxdsmre3t4AatcrPfnkk3j66acxdOhQ7N27F9u3bxfXManjiKyNumMqUNtNt0OHDvD19UVOTg4uXLgAQRDEuOeee85UaRIZRVRUFCIjI+vMNuDIknnTqWCaMmUKHnnkETz//POQSCTo27fvv/7Cu3btwsyZM3H16lV07doVmzdvRufOnRt9zu+//46pU6eioKAA7777LmbNmvWv8yDD0ZyvGxcXhwcffBCenp7w9PSERCLhfF1qEtT/DxQKBYqLi7F582Zs3rxZvO7h4QFHR0f+PyCrlZ+fD6C2WBIEAefPn8f58+fF6+rz6jgiayeVSrkUwcLoNCVv3bp1aN68OUaPHo3vvvvuX3/Rixcv4oUXXsCyZctw/fp1dOzYEVOmTGn0OQUFBRgxYgQmTpwImUyGpKQkcSoLmSf1fF2ZTIZhw4Zh5syZeO+99zBz5kwMGzYMMpkM06ZN410Vsmrq/wclJSUIDw9HYGAgWrZsicDAQISHh6OkpIT/D8iqSSQSAIAgCAgPD0dUVBS6d++OqKgohIeHiyNM6jgiInOj8xqmp59+Gjt37kRNTQ1Gjx6NXbt2/eMveu7cOSxbtgzjxo2Dl5cXpk2bhtTU1Eafk5SUBF9fXyxYsAAdOnTAwoULsX79+n+cAxmPIAjiC2Jj54isVVRUFB5++GEcO3YMly5dQmFhIS5duoRjx47h4Ycf5rx1smpt2rQRH1+4cAHh4eF49913ER4ejgsXLtQbR0RkTu5rDZNEIsGzzz6LiRMn4ssvv8RTTz2FqVOnYtCgQff1RYcNG6Z1nJWVhQ4dOjT6nFOnTuGxxx4T70D16tUL77zzToPxCoVCq0VpWVnZfeVI/55SqURiYiI6deqE4uJirU0J3d3d4eHhgdWrVyMyMpJ318mqrVmzBn/++Sc8PDzw+OOPo02bNrh+/Tp++eUX/Pnnn1izZg2mTp1q6jSJDOKxxx7DxYsXAQAlJSVYvnx5g3FEROboH3XJs7W1xSuvvILvvvsO586dw9ixY5GcnPyPEqiursby5cvv+WahrKxMa3dkV1dX5OTkNBi/dOlSuLm5iR/+/v7/KD/659LT05GXl4esrKw6O7jfuHEDWVlZyM3NRXp6uokyJDK86upqbNu2DR4eHti2bRtiYmIwcuRIxMTEaJ2vrq42dapEBuHl5aXXOCIiY/tHBZOavb09ZsyYga+++gp//fUXJk6ciKtXr97X54iNjUWzZs3uuYbJ1tZWa58SR0dHVFRUNBg/d+5clJaWih/Z2dn3lRf9e4WFheJjDw8PvP3229ixYwfefvtteHh41BtHZG127doFpVKJl156CRKJBKmpqTh48CBSU1MhkUjw4osvQqlU/qtpzkTmrGXLlnqNIyIyNp2n5KnbQdfH2dkZ77zzDsrKymBnZ6fzFz906BASEhKQkpJyz+d5enpq7RJeXl4Oe3v7BuMdHBy4EaSJqQshZ2dnbNu2Dba2tb9uw4YNwxNPPIERI0agoqKCBRNZNfVIuEQiQXR0NPLy8sRr3t7emDRpklYckbUJCgqCVCqFRCIR2+hrsrW1hSAICAoKMkF2RET3pnPB5OfnB3t7e/j5+eGBBx5A27Zt8cADD2h9+Pv7N1rEaJLL5Zg4cSISEhLQpUuXe8aHh4dj06ZN4nFqaioXiJo59Zz11q1bw8ZGezDTxsYGrVu3xuXLl8U4ImukvtH00Ucf4eGHH8aCBQu0dnf/+OOPteKIrM2ZM2egVCobvK4uos6cOcNWy0RklnQumG7cuIHc3Fzk5uYiJycH586dwy+//AKZTCbuoWBjY1Pv3aO7VVZWYtiwYRg5ciRGjx6NW7duAQCaNWuG8vJyODk51RlxGjFiBKZPn44DBw6gb9+++PDDDzF48OD7/OeSMVVVVQEALl++jPnz5yM6OlrrjeLly5e14ois0bBhw5CQkAA7OzssWrRIvKkUFBSERYsW4cknn0RNTU2dZjhE1uLuNaz/No6IyNh0LphWrVqFS5cu4eLFi8jOzoaLiwsCAgIQExODwMBAtG/fHu3bt9fpc+3fvx9nz57F2bNnsXbtWvG8XC5Hv3798Mknn2DUqFFaz2nZsiVWrlyJoUOHonnz5nB3d8fGjRt1TZ9MIDg4GIcPH4aXlxcuXryI6dOni9e8vb3h5eWF/Px8BAcHmzBLIsPKzMwEANTU1GD8+PF48cUXERERAZlMhi+//BI1NTViHO+ukzXKyMgQH7u6umo1cJLL5WIX24yMDN4IJSKzpHPBtHfvXly6dAkVFRXo27cvOnbsiAcffBAPPvgg2rdvj8DAQJ3XDI0cObLBPXjUow71mTp1KgYPHozMzEw8+uijaN68ua7pkwmMHj0an3/+OfLz89G7d29MmDABDg4OUCgUSElJwZEjR2BjY4PRo0ebOlUigykqKgIAjBkzBv/73/+0WipLpVKMGTMGO3bsEOOIrI1mwXTr1i2cOnVKPNacrq0ZR0RkTnQumE6cOAGgdiF/SkoKDh8+jO3bt0MmkwGoXdDs4+Nj8G50AQEBWnenyHzZ29tj3Lhx+O6773Ds2DEcOXJEvKZ+kRw3bpzO696ILJGnpycAoH///pgwYQJee+01lJaWws3NDf/9739x48YN7NixQ4wjsjYlJSXiYxsbG3Tr1g0tWrTAzZs3kZGRAZVKVSeOiMic6FwwhYeHIy8vD/n5+VAqlfDy8kLbtm0xZswYrSYQRJrU+2tt3bpV67xEIsGECRO4WSdZvZCQEHh7e+Ott97SWq9XVVWFsWPHwtHRET4+PggJCTFhlkSG4+bmhtLSUgC1DR5SU1MbjCMiMkc6F0zTp08Xi6L76YZHNHXqVLz44ovYtWuX2J5+5MiR/B2iJkEqlaK6urrB5iZVVVVQKBSQSqVGzozIOHx9fcU9GiUSCXr06IHQ0FCkpaXhxIkT4hR9dookInN1z4Jp+fLlqKysxPz58+/5yU6ePIkFCxZgz549ekmOrIe9vT3Gjh1r6jSIjK60tPSe65OKiorEaXpE1kZzQ1pBEHD8+HEcP3680TgiInNic6+A119/HXK5HI8//niDCzIrKioQHx+P559/Hh988IHekyQislRz584VH/fu3RszZszAf/7zH8yYMQO9e/euN47ImhQXF+s1jojI2O45wmRvb4/169fj0KFD4mLl8PBweHl54datW/j777+RlZWFZ599FkePHoWTk5Mx8iYLo1QqkZ6ejqKiInh6eiIkJIRTkKhJuHLlCgDAx8cHixcvxunTp1FUVAQfHx8MGzYMzz77LPLy8sQ4ImujHjmytbWtd69G9XmOMBGRudJ5DVP//v3Rv39/3LhxA6dPn8aNGzfQrFkzvPjii1ysTI1KTk5GYmIi8vLyxHPe3t6IiYlBVFSUCTMjMjyJRAKgdiqSujhS8/b2rhNHZG38/PwAoMGN7dXn1XFEROZGIjS0IZKVKSsrEzv1uLq6mjqdJiM5ORmxsbGIiIhAdHQ0AgICIJfLkZSUBJlMhri4OBZNZNUWLVqE3377DQDQs2dPPPDAA6iuroa9vT2uXLkiruXo168fFi1aZLpEiQyksrISQ4YMuWfcvn37OEuFiIzmfmoDnUeYiO6XUqlEYmIiIiIisHjxYnHvpaCgICxevBjz58/H6tWrERkZyel5ZLWGDBkiFkwNLXZXxxFZo9OnT+scFx4ebuBsiIju3z2bPhD9U+np6cjLy0N0dLTWbu5A7eaF0dHRyM3NRXp6uokyJDI8W1vd7kvpGkdkaX7++We9xhFZOqVSidTUVBw8eBCpqalQKpWmTonuga/QZDDqVsoBAQH1Xlefv1fLZSJLVlhYqNc4IkujXrfXsmVL2NjY4MaNG+K11q1bQ6lU4ubNm1rr+4isFdd1WyaOMJHBeHp6AgDkcnm919Xn1XFE1ujMmTPi47tHkTSPNeOIrIl6k/LCwkIEBARgzJgxGDZsGMaMGYOAgADcvHlTK47IWqnXdQcGBiIhIQF79+5FQkICAgMDERsbi+TkZFOnSA3gCBMZTEhICLy9vZGUlKS1hgkAVCoVkpKS4OPjwy6LZNXUI0fNmjXDtm3bsGfPHuTk5MDX1xdPPvkkxo4di9u3b3OEiaxWx44dcfLkSQDAkSNHcOTIkQbjiKwV13VbNhZMZDBSqRQxMTGIjY3FvHnz0KtXLzg4OEChUODo0aNISUlBXFwc/zCQVVMoFACA27dvY/To0eIxAKxbt0481jxPZE08PDz0GkdkidTruhcsWNDguu7p06cjPT0dYWFhJsqSGsKCiQwqKioK48ePx9atWyGTycTzUqkU48eP53xdsnqdOnXCiRMnANTuxaRJ87hTp05GzYvIWHTdyoNbfpA147puy8Y1TGRQycnJ2LJlC+zs7LTO29raYsuWLZyvS1ZP805hdXW11jXNY95RJGt17tw5vcYRWSLNdd31dcnjum7zxhEmMhilUokVK1ZAEAR0794dkyZNEjeu/fbbbyGTybBy5UrO1yWrdvfUi38bR2RpNNfn2dra4s6dO/Uecx0fWTP1uu5PP/0UJSUlyM/PF695eXnB3d2d67rN2D9+hc7Pz8f8+fPF4wsXLuDNN99EVlaWXhIjy5eWloaSkhIEBwdjyZIlCAoKgrOzM4KCgrBkyRIEBwejuLgYaWlppk6VyGDYVpyauqqqKvGxZrF097FmHJG1kUql6NevH7KyslBdXY233noL27dvx1tvvYXq6mpkZWWhb9++vIFspnQqmBITE1FWVgYA6NevH3Jzc+Hk5IQVK1aIMdevX0dubi7Gjh1rmEzJ4qgLocmTJ9e7wHHy5MlacUTW6OzZs3qNI7I0bPpAVDvr5rfffkOnTp3g4OCA5cuX4+mnn8by5cvh6OiITp064ffff+cmtmZKpyl5169fR2pqKvr27Ys2bdrg0qVLiIyMhKurK3Jzc+Hj44N+/fqhX79+CAwMNHTOZGEkEompUyAyGc2RIzs7O9TU1NR7zBEmslatWrUSH9va2iI4OBgtWrTAzZs3kZGRIY4yacYRWRvNLnkPPfQQ0tPTUVRUBE9PT4SEhCAzM5Nd8syYTgVTZGQktmzZAoVCgTt37uCHH37A7du34eLigm3btuGhhx4CUDtNj0OJpBYaGopvvvkGGzZsQGhoaJ19mDZu3CjGEVmryspK8XHz5s3x0ksvISIiAjKZDOvXr0dxcXGdOCJrcvv2bfHxnTt3kJqaes84Imuj2SVPKpXWKYrYJc+86VQwBQUF4ZlnnsG5c+eQn5+PI0eO4OjRo1AoFPj000/h7+8PoHZ+5uzZsw2aMFmO0NBQuLu7IyMjA++++y569+4t7sN05MgRZGRkwN3dnQUTWTV3d3fxsa2tLT7++GPxuHXr1vXGEVkTXd8A8o0iWTPNLnlBQUF1rrNLnnnTqWDy9/eHo6Mjfv31V+zbtw9btmzBxo0bsXTpUhQUFGitZSJSk0qlmDVrFhYuXIiUlBSkpKTUiZk1axZHJcmqaY6sFhQUaF27ceNGvXFE1sTJyUmvcUSWSN0lLykpCYsXL64z6yYpKYld8syYTq/QNjY2mDRpEiorK9GtWzf0798fQO3w4cWLFw2aIFkHe3v7Ro+JrJWXl5de44gszYMPPqjXOCJLJJVKERMTA5lMhvnz5+PMmTOoqKjAmTNnMH/+fMhkMkybNo03kc2Uzrc0P//8czg5OWHx4sV47rnn4OPjgwkTJmDMmDHo1KkTrl+/bsg8yQIplUokJibi4Ycfxs6dOzFq1Cj07NkTo0aNws6dO/Hwww9j9erV7AhDVk1zyqmDg4PWNc1jTk0la8UueUS1oqKiEBcXh0uXLmH69OkYOnQopk+fDrlcjri4OERFRZk6RWqAzhvXuri4AAB2796NxMRE2NnZQaFQYP/+/Vi5ciXatGljsCTJMqk7wnTt2hXDhw+HSqUCABw/fhw//PADHnvsMeTm5rIjDFk1zWkXgiBoXdM85pQ8slYlJSV6jSOyZFFRUYiMjKzTJY8jS+ZNp4LJ0dERd+7cgaurK27fvg1XV1dUVFSILUB/+OEHALVzMKuqqupsTEdNk3oB74EDB+p9M3jw4EGtOCJrxDeL1NSVlpYCqG16olKpxJtnQO2NAhsbG9y5c0eMI7J29XXJI/Om0y3N7Oxs+Pn5ITs7G23atEF2dja8vLwwY8YMODg4YPLkycjMzER2djauXr1q6JzJQri6uoqPe/fujYSEBOzduxcJCQno3bt3vXFE1kbd8ejll1+uM+XI09MTL7/8slYckbVRNzu5c+dOvaOs6pusdzdFISIyFzoVTK1atUJlZSVcXV1RWVkJNzc31NTU4L333sO5c+eQl5eHqKgoZGVlwdfX19A5k4X4+++/AQDOzs547733EBQUBGdnZwQFBeG9996Ds7OzVhyRNVJ3RkpOTta6sw7UrvNLTk5mZySyai1bthQf3z3tSPNYM46IyJzoPGn+q6++gkQiwcmTJwEAb775JoDaP3Bbt27FSy+9hEuXLhkkSbJMZ86cAQBUVFRg4cKFWh1hFi5ciIqKCq04ImsklUrRr18/ZGVl1bmDXlBQgKysLPTt25fz18lqubm5iY/vnrKveawZR2TNlEolUlNTcfDgQaSmprL5lQXQuenDE088AQDiJrXvvvuu1vW5c+fqMS2yBuo9NYYOHYqTJ09i+vTp4jUfHx8MHToUe/fu5d4bZNWUSiW+//77RmO+//57vPzyyyyayCqVl5frNY7IkiUnJyMxMRF5eXniOW9vb8TExLBLnhn7R22ZMjIykJWVhfPnz+PcuXPiCMH+/fsxevRovSZIlmvQoEEAgEOHDtW5e3Lnzh0cOnRIK47IGh0/fhzV1dUAAIlEonVNfVxdXY3jx48bPTciY7h73dK/jSOyVMnJyYiNjUVgYKDWuu7AwEDExsYiOTnZ1ClSA3QaYRo2bBgcHR2hUCiwatUqREVFwcPDQ/zj5u/vjwMHDmDq1KlYvHixQRMmy9G9e3c4ODiInRMnTpwojipt27YNd+7cgYODA7p3727qVIkMZsuWLeLj8PBwODo6ory8HC4uLqiqqsLRo0fFOM1mKETWQj1yZGNjU2cdn+Z5jjCRNVPvTRkREYG4uDicPn0aMpkMnp6eiIuLQ2xsLFavXo3IyEjONjBDOhVMZ8+exYYNGxAfHy/+Qbt7vdKSJUvQrVs3PPPMM/rPkiyWk5MTFAoF7ty5g82bN2Pz5s11rhNZsytXrgAA7O3txeJIk729Paqrq8U4Imuj3jqivmJJ8zy3mCBrpt6bcvjw4Xj22WfrTMkbNmwY/vrrL+5NaaZ0mpLXvHlz9O3bF61btwZQO43kzp07WLNmDY4cOYLbt2/D29sb77//vkGTJcuSnp6OkpISvPzyy/Dy8tK65u3tjZdffhklJSVIT083UYZEhmdrW3tfqrq6GlKpFN27d8fjjz+O7t27QyqVitP11HFE1sbBwUGvcUSWSH1DYO3atfVOyVu3bp1WHJmXf/wKffPmTWzevBlr167FxYsXMWDAAAwbNkyfuZGFU/+nHz16NCZMmFBnV2uFQoG1a9fyjwNZtYceegj5+fkAaqdkqDuN1hdHZI10nUnAGQdkzdzd3QEAwcHBWLx4MWxsascsgoKCsHjxYsyYMQMZGRliHJkXnZs+3D2U7uXlhd9//x0nTpxAbm4uOnTogL59+6KsrEzvSZJlUm/EKZfL672uPs8NO8maqUeQ9BVHZGl0nW7KaalEZK50GmE6ffo07OzsAADvvPMOBEFAfHy8eN3R0RHLli2DXC7He++9h48++sgw2ZJFUW/Y+emnn6K0tLTOfF03Nzdu2ElWT6FQ6DWOyNI0tHbpn8YRWaKSkhIAte+p58+fj+joaAQEBEAulyMpKQmnT5/WiiPzotMIU1VVFZRKJaqqqhASEoKYmBhUVlaisrISt2/fFn+48+bNwxdffIHbt28bMmeyEJobdt64cUPr2o0bN7hhJzUJLJioqWNbcaL/m00zZcoUXLp0CdOnT8fQoUMxffp0yOVyTJkyRSuOzItOI0z29vZQqVQYOnQofvnlF8ydOxezZ8/G6tWrteJCQkLw9ttvc+EmAahdr/HTTz8BqF3QrjnlSH38888/c8NOsmp8s0hNXU1Njdaxv78/2rVrh8uXLyM7O7vBOCJrop51c+bMGXzzzTc4ffq0uK67a9euiI2N5awbM6ZTwfTDDz/A0dERf/75J3755RcIgoDffvsNCQkJ6NChgxjn6OiI//znP+z2RACAtLQ0lJSUIDg4GB999BF2796NnJwc+Pr6Yvjw4Zg9ezYyMjKQlpaGHj16mDpdIoNQL+xV69GjB8LCwpCamooTJ040GEdkrbKzs7UKJaKmQCqVIiYmBrGxsYiNjUV0dDQiIiIgl8sRGxsLmUyGuLg43kA2UzpVNsuWLYODgwPu3Lkjtg63s7PDu+++q7XpqFwux/Dhw/HZZ58ZJluyKGlpaQBqN7CdPHmy1hqmHTt2YPDgwSyYyOq1a9dOnJsOACdOnNAqlDTjiIjIekVFRSEuLg6JiYmYPn26eN7HxwdxcXGIiooyYXbUGJ0Kpr/++gsA4OLigl9//RUAcO3aNXTs2BHbt29HixYtAAB79uzBggULDJQqWaqvv/4affr0wfjx4+Ho6IiqqiocPXoUX3/9talTIzI4FxcXvcYRWRqJRKLXOCJLFhUVhcjIyDpbrXBkybzpPHdOEAQ899xz4rGfnx9eeuklXL16VSyY+vTpgz/++EP/WZJFUs/DdXR0xMWLFyGTycRrrVu3hqOjIyorKzlfl6yarlOUOZWZrFWrVq1w4cIFneKImgKpVIqwsDBTp0H3QedXaIlEgoSEBK1zd0+9UxdORMD/rcmorKyEo6Mjxo0bBx8fH+Tm5uKXX35BZWWlVhyRNeratate44gsTe/evcWZKveKIyIyRzq9U1UqlfDx8an32s2bN/HMM89gzZo1ek2MLF9RUZH4uLi4GFu3bsWqVauwdetWFBcX1xtHZG3+/vtvvcYRWRrN2QX6iCMiMjadCiapVIqysrI65zdt2oSHHnoIt27dwoABA/SeHFk2zc3X7p6bq3nMTdrImvHNIjV1vGlARJZO57lQd++tVFpaivj4eHz22Wf44YcfYGtrixkzZkAul+v8xQsLCxEQEIDLly/rFD9ixAhIJBLxY+DAgTp/LTI+V1dXALVrM5RKpdY1pVIprtlQxxFZo/LycvGxvb291jXNY804ImuiuQcfUPs3393dvc7f/rvjiIjMhc5txRUKBT788EM4Ozvjtddeg5ubG86ePSuuPykoKMCVK1cwevRosZ10YwoLCzFs2DCdiyUAOH78ODIyMuDn5wegtrU5mS/1qOSdO3fqva4+X9/oJZG10NyMc9euXcjMzBQ7Iz300EMYMmRInTgia+Ls7Kz1d76hv/nOzs7GSomI6L7oNMJ0+vRpKJVKnDt3DtevXxfPf/PNNzh+/DgAoFevXti+fbvOm9FNmDABzzzzjM6JXr9+HYIgoGvXrnB3d4e7uzuaNWum8/PJ+DRf/O5uF6vZ6IEvkmTNNH/3J06cCJlMhrKyMshkMkycOLHeOCJrolKp9BpHRGRsOo0wffvtt9izZw82bNgAADh16hRefvllXLp0CZ988gl69uxZ+8lsbSEIgk5feO3atQgICMCMGTN0ij969CiUSiX8/PxQXFyM4cOHY/Xq1fDw8Kg3XqFQQKFQiMccxTC+w4cPi4/Dw8Ph7+8PhUIBBwcHZGdn4+jRo2Lck08+aao0iQzKy8tLvNFUUlKCrVu3NhhHZI10nQ3CWSPUVCiVSu7DZGHuq6242rfffovw8HAcOHDgH68/CQgIuK/4zMxMdOvWDR9//DFsbGwwZcoUzJ07t8HufEuXLkVcXNw/yo30Qz3a2Lx5cxw/flwskIDapg/NmzfHrVu3dB6VJLJE48ePx8mTJ3WKI7JGrq6uWrNTGosjsnbJyclITExEXl6eeM7b2xsxMTGIiooyYWbUGJ0KpszMTKhUKmRnZ8PGxgYfffQR8vLykJqaqnVH6MaNGwbbU2fu3LmYO3euePzRRx/hqaeearBgmjt3LmbNmiUel5WVwd/f3yC5Uf3Uvxu3bt2Ch4cHHn/8cfj6+iInJwe//PKL2FqcdxXJmum6OSE3MSRrpet0U05LJWuXnJyM2NhYREREYMGCBQgICIBcLkdSUhJiY2MRFxfHoslM6VQwhYSEQKlUomPHjnB1dUV+fj6Sk5Mxbdo0rS5PEokEI0aMMFiymlq3bo2bN2+KU7zu5uDgUO95Mp6BAwdi7dq1AGpHlDSnImnu6M5uh2TNTp06pXNceHi4gbMhMj4WTES10/ASExMRERGBxYsXiwMMQUFBWLx4MebPn4/Vq1cjMjKS0/PMkE7DQdXV1XB1dUVlZaU4rD5u3DhkZ2cjNzdX/MjJycGXX35pkETHjx+vtSZGJpPBy8uLRZEZ69ixo/i4sLBQ61pBQUG9cUTW5qefftJrHJGl0XUK/v1O1SeyJOnp6cjLy0N0dHSd2Vg2NjaIjo5Gbm4u0tPTTZQhNea+1zCp984Bahfye3p64sknn8SIESPQpUuXf51QWVkZnJyc6kzTCg4OxsyZM7Fy5UoUFhZi7ty5mDZt2r/+emQ4ujbaYEMOsmYXLlzQaxyRpdF1bRLXMJE1KyoqAtDwjQH1eXUcmRedRpgEQUBlZWWd8+vWrcNTTz2Fo0ePIiIiAqtWrfrXCYWEhGDPnj11zs+ZMwchISF44oknMG3aNMTExGDevHn/+uuR4bi7uwMAXFxc6r2uPq+OI7JGmt069RFHZGl0nV7EaUhkzTw9PQEAcrkcSqUSqampOHjwIFJTU6FUKiGXy7XiyLzoNMIkkUjqLWIiIiIQERGBmTNnorKy8h/t0n13G/KGNrK1s7PD+vXrsX79+vv+GmRa5eXl6N27N/z8/MQ1Z9euXcORI0dMnRqRwWmu82zevDleffVVREREQCaT4fPPP8etW7fqxBFZk65du+o1jsgShYSEwNvbG59++ilKSkqQn58vXvPy8oK7uzt8fHwQEhJiwiypITpPyevfvz9SUlLQp0+feq87OTnByckJV69eRdu2bfWWIFkuzWFliUQCPz8/ODg4QKFQaLWY5fAzWbPS0lLx8a1bt7B8+fJ7xhFZk4ZuhNYX17t3b8MmQ2QiUqkU/fr1w3fffQcPDw+89dZb4s2zL7/8EllZWZgwYQJHWs2UzgUTAEyYMEH8w/fOO+/gypUrmD17NsLCwvDss8/i4MGDaNWqFResEYDaTToBoGfPnjh27BhSUlLEa1KpFD179sTx48fFOCJrVFNTo9c4Ikujyx5M9xNHZImUSiV+++03dOrUCaWlpVo3z3x8fNCpUyf8/vvvePnll1k0maF7FkyHDh3CokWLMHv2bDg7O+P3339Hfn4+3n77baxatQp9+/ZFjx490KlTJ0ybNg2Ojo7GyJssgHpt0vHjx9GnTx/07t1bHGE6cuSIWEBxDRNZM09PT53eCHLeOlkrNj4h+r8ueQsWLMBDDz2E9PR0FBUVwdPTEyEhIcjMzMT06dORnp7OffnM0D2bPoSGhmLy5MlYsWIFrl+/juLiYmzYsAEREREoKirCsGHDsHr1atjb22PdunU67zlC1k/zDaAgCLh27RrOnj2La9euaa1d4xtFsmZTp07VaxyRpdHcRkIfcUSWSLNLnlQqRVhYGAYMGICwsDBIpVJ2yTNz9yyYPD098eKLL+LXX39F27ZtMWrUKOzbtw/fffcdlEol2rdvj86dO+Ozzz7Dxo0b67QDJ3JxccGRI0ewY8cO/Pjjj9ixYweOHDnSYPc8Imui66g7R+fJWlVUVOg1jsgSaXbJqw+75Jk3ndqKX7t2Dd9//z0kEonY+nbFihX4+eef0a5dOyiVSrz44osYPHgwDhw4wD96BOD/1jCVl5fDzs4OAwYMQExMDAYMGAA7OzuUl5drxRFZo5MnT+o1jsjS3LlzR69xRJZI3SUvKSkJNTU1Wm3Fa2pqkJSUxC55Zuyea5hSUlIwcuRITJo0CSqVClOnTsX169excOFCzJw5E4MHD8ann36KSZMmITs7GzNnzoSzs7Mxciczp96E0NHRES4uLjh48CAOHjwIAGjdujXKyspQVVXFzQrJqmVlZek1jsjS2Nra6rTtiK3tffWhIrIoUqkUMTExWLhwIYYNG6a19556fXd8fDwbPpipe/516t27N+RyOZydnbFjxw58/vnn2L9/Pz7++GOUlpaiXbt2+PXXX7F8+XI8/fTTkEgkxsibLMClS5cA1P4huHnzpta1wsJCuLi4oKqqCpcuXUJ4eLgpUiQyuLt/9/9tHJGlUalUeo0jsmQNvU/m+2fzds+CSSKRwNHREUeOHMHrr78Oe3t7DBs2DMOGDcOhQ4ewe/duuLq6Ii4uDiNHjsRPP/1kjLzJAuTl5QGo3V/G1tYW/fr1w0MPPYTMzEwkJyeL+86o44isUVVVlV7jiCyNjY1Os/91jiOyREqlEomJiYiIiMDChQuxe/du5OTkwNfXF8OHD0d8fDxWr16NyMhIjjKZIZ3Gv2tqajBx4kRxxACoHTVo3rw5bGxs8M0330ClUqFNmzbIyMgwWLJkWVq3bg2gdpqFSqXCoUOHcOjQIQC1Q9O2tra4c+eOGEdkjdj0gZo67kVG9H9txYcPH47Jkydr3SzesWMHhg8fjr/++ottxc2UTgWTra0tCgsL8d5772HQoEHo1asXOnbsqFUcBQcHs1giLerh5Tt37qBXr15wdHREeXm5OBXv6NGjWnFE1kjXzqHsMErWytnZWZxRcK84Imulbhe+bt06REREYMGCBQgICIBcLkdSUhLWrVunFUfmRaeCSalUwsnJCVKpFHFxcTh69CgUCgX69+8vxsjlcvTv3x/jx4/Hq6++arCEyXJo3j1RF0f3iiOyNrpOreAUDLJWvr6+OhVMvr6+RsiGyDTc3d0BAF27dsXixYvFKahBQUFYvHgxZsyYgYyMDDGOzItOBVNVVRWcnZ3x7rvvAqhdzP/ee+9h7969WL9+vTh0WFlZyTtEREQaCgsL9RpHZGmCgoJw7tw5neKIiMyRTgWTq6ur1kZbgYGB2LBhAw4cOIDQ0FC0bNnSYAmS5erQoYP4uEWLFlpdwDSPNeOIrI1m61h9xBFZGs31z/qII7JE6j0nMzIyMG/ePPTq1UtsJ3706FFxWQv3pjRP/2rTg4EDB+orD7JCFy5cEB+XlZXhmWeewdChQ7F3715s27at3jgia8M1TNTU6bIH0/3EEVkiT09PALXvnX/99VfIZDLxmlQqxcCBA3HgwAExjswLd4kjgxEEAQBgb2+PmpoabNq0CZs2bQJQ2z7W3t4e1dXVYhyRNfLz80NxcbFOcUTWyMvLC6dPnwYAhIWF4e+//0ZlZSWcnJzw4IMPIjU1VYwjslYhISFwd3fHgQMHEB4eDoVCgbKyMri6usLBwQEHDhyAh4cHQkJCTJ0q1YMFExmMuvtddXW1WBypae78zi55ZM0qKyv1GkdkaR588EEcPHgQAMTiCADKy8u1jh988EGj50ZkCseOHav3PG8gmy/uEkcG07lzZ/Hx3UWR5rFmHJG1qaio0GsckaXRdZ0z10OTNUtPT7/n+qSSkhKkp6cbJyG6LxxhIoPRfPG7e0G75jFfJMma3bp1S69xRJamefPmeo0jskSaW6j06tULERERYtMHmUwmbr/CrVbME0eYiIiIyGB27typ1zgiS/THH38AAFq1aoUlS5agXbt2cHBwQLt27bBkyRLx5rE6jswLR5jIYDR3q5ZIJFpzczWPuas1WbOamhq9xhFZGnW7ZLXWrVvjwQcfxN9//40bN240GEdkTdR77UmlUkyaNAn5+fniNS8vL9ja2mrFkXlhwUQGo1kI2dnZaTV90DxmwUTWzMXFRaeGDi4uLkbIhsj4qqqqtI5v3LihVSg1FEdkTdR/4/Py8mBjoz3Bq6CgACqVSiuOzAun5JHBqBc32tjY1Nlfo7q6WvyDwU3ayJo5OzvrNY7I0mjOLlDfRa/vmB3CyJo9/fTT4uO7CyapVFpvHJkPFkxkMOphZfVdk7upz3P4maxZ165d9RpHZGk03wzeuXNH65rmsWYckbW5+2ZBWFgYBg4ciLCwsEZvKpB54E+FDMbDw0OvcUSWyNfXV69xRJbG19cX2dnZOsURWSvNduF37tzR2oPs7rjw8HBjpUU64ggTGYzmAt7G9mHiQl+yZteuXdNrHJGl6dGjh17jiIiMjSNMZDC5ubni47vnpmsea8YRWRv13hr6iiOyNMePH9drHJElCgkJER/37t0bfn5+qK6uhr29Pa5du4YjR47UiSPzwYKJiIiIDKa8vFyvcUSWLi0tTSyQAMDBwcGE2ZAuOCWPDOaBBx7QaxyRJXJ0dNRrHJGlsbOz02sckSXSXMN09757mseacWQ+WDCRwbRo0UKvcUSWqKKiQq9xRJYmMDBQr3FElkjdGdjf3x8tW7bUutaqVSv4+flpxZF5YcFEBnN3o4d/G0dkie5uo/xv44gsTVlZmV7jiCyRq6srAO19KNUkEok4yqSOI/PCNUxkMLpuQsjNCsmaNW/eXKc3gs2bNzdCNkTGl5+fr9c4Ikvk6ekJoPb33N3dHf369YOjoyOqqqqQlpaGkpISrTgyLyyYyGDU//n1FUdkidzc3JCTk6NTHJE1unXrll7jiCyRZiFUUlKC33777Z5xZD44JY8MpqqqSq9xRJbIyclJr3FElkapVOo1jsjSNbY3JZknFkxkMNXV1XqNI7JEus5H57x1slZcz0oEFBYWio9tbbUneGkea8aR+WDBRAbDVrJEQGlpqV7jiCwNbxoQAefOnRMfN9ZWXDOOzAfXMJHBsDsYEXD79m29xhFZmsrKSr3GEVkizXbhvXr1gr+/P6qrq2Fvb4/s7GwcPXq0ThyZDxZMZDAcYSICrl27ptc4IkujUCj0Gkdk6VJTU8UCCeD7IEvAKXlkMI6OjnqNI7JEHGmlpo5bTBABzZo1Ex83NiVPM47MBwsmMpj27dvrNY7IEvHGATV1bPpABEilUr3GkXGxYCKDYVtxIqBLly56jSOyNHyjSKT7yBFHmMwTCyYyGF1bY7KFJlmzCxcu6DWOyNI4OzvrNY7IEpWXl+s1joyLBRMZDPdhImKHMCKu4yMCbty4IT5ubONazTgyHyyYyGA6duyo1zgiS3T3BoX/No7I0ty9wP3fxhFZInVTE6lUWm/BpJ6SyuYn5okFExlM9+7d9RpHZInYIYyIiNRFklKprLPXkkqlglKp1Ioj88KCiYjIgNj8hJo6LnYnAlq1aqXXODIuFkxkMCdOnNBrHJEl4gbO1NTZ29vrNY7IErm4uOg1jozLpAVTYWEhAgICcPnyZZ3if//9d3Tu3BktW7bEihUrDJsc/WvHjh3TaxyRJfLx8dFrHJGlUU810lcckSW6ePGiXuPIuExWMBUWFmLYsGE6F0sFBQUYMWIEJk6cCJlMhqSkJPz666+GTZL+lYKCAr3GEVkiblxLTR3bKRMBubm5eo0j4zJZwTRhwgQ888wzOscnJSXB19cXCxYsQIcOHbBw4UKsX7/egBnSv3X39Ap/f3906dIF/v7+jcYRWZMrV67oNY7I0rDxCRFQWlqq1zgyLpMVTGvXrsUbb7yhc/ypU6fw2GOPid1DevXqxbUvZq5FixZax9nZ2Th79iyys7MbjSOyJnyzSE2djY1ubzV0jSOyRJqzCO5es6p5zNkG5slkf50CAgLuK76srEzrOa6ursjJyWkwXqFQoKysTOuDjIvdwYgAPz8/vcYRWRoWTETaa/Tu3nNM85hr+cyTxfx1srW1hYODg3js6OiIioqKBuOXLl0KNzc38ePuaWBkeNzdnYiI+FpABHh4eOg1jozLYgomT09PreYA5eXlja59mTt3LkpLS8WPu6eBkeHpuvkaN2kja3bt2jW9xhFZmrs36fy3cUSWyMnJSa9xZFy2pk5AV+Hh4di0aZN4nJqaijZt2jQY7+DgoDUiRcan6zRITpcka8bpSNTU2dra6jTNyNbWYt6SEN03bjFh2czuFbqsrKzO3E4AGDFiBP78808cOHAANTU1+PDDDzF48GATZEi6qu/n+G/iiCyRp6enXuOILI27u7te44gs0ZEjR8THNjY28PX1hZ+fH3x9fbVumGnGkfkwu4IpJCQEe/bsqXO+ZcuWWLlyJYYOHQovLy9kZWVh/vz5JsiQdHV3F5h/G0dkiUpKSvQaR2RpvLy89BpHZInUa/Ts7e2hUqmQk5ODa9euIScnByqVSlxmwrV85snk4993t9JtbCPbqVOnYvDgwcjMzMSjjz6K5s2bGzg7+jeaNWum03S7Zs2aGSEbItNorDnNP4kjsjScnk0EBAYGIi8vD9XV1fVeV58PDAw0ZlqkI7MbYbqXgIAADBkyhMWSBdB1LwHuOUDWjB3CqKlj4xMiYM6cOXqNI+OyuIKJLEdlZaVe44gsETeupaaONw2IgPPnz+s1joyLBRMZTGlpqV7jiIjI8uja/Y5d8sia7du3T69xZFwsmMhg2PSBiIi4Jx8RcPHiRQC1NwZatGihda1FixbiDQN1HJkXFkxkMLouXOQCR7Jmuq635LpMslbcYoIIqKqqAlA79fTurqglJSXilFR1HJkXFkxkMJmZmXqNI7JErVu31mscERFZHs1Rpbs3ctY8vnv0icwDCyYyGF3vkvBuClmz7OxsvcYREZHl4awby8aCiYjIgDgdiYiIHBwc9BpHxsWCiQymZcuWeo0jskRc8E5ERCkpKXqNI+NiwUQGw703iAA3Nze9xhERkeWpqKjQaxwZFwsmMpjy8nK9xhFZIpVKpdc4Ikvj6Oio1zgiS+Ts7KzXODIuFkxkMIIg6DWOyBLdunVLr3FElubujmD/No7IErVv316vcWRcLJjIYOzt7fUaR2SJOMJETR0LJiKgrKxMr3FkXCyYyGC4YScREfGmARFw48YNvcaRcbFgIiIyIHbJIyKivLw8vcaRcbFgIoOprKzUaxyRJdJ113bu7k5EZL040mrZWDCRwXDDTiIgICBAr3FERGR5uK7bsrFgIoPhVCQiIDc3V69xRERkeTp06KDXODIuFkxkMBxhIgJycnL0GkdERJaHW0xYNhZMZDCcr0vE/wdEnIpERJaOBRMREREZTHV1tV7jiCyRp6enXuPIuFgwEREZENfyERFRp06d9BpHxsWCiYjIgARB0GscERFZHldXV73GkXGxYCIiIiIiMqCLFy/qNY6MiwUTEREREZEBsWOqZWPBRAYjlUr1GkdERERkiQoKCvQaR8bFgokMRqlU6jWOiIiIyBLxJrJlY8FERERERGRAbCtu2WxNnQARERHpX1VVFa5evWrqNO7L+fPnTZ0CAKBt27ZwdHQ0dRpkRezs7PQaR8bFgomIiMgKXb16Fa+88oqp07gv5pLvF198gY4dO5o6DbIily9f1mscGRcLJiIiIivUtm1bfPHFF6ZOA7du3cKsWbPuGbdixQo0b97cCBndW9u2bU2dAhGZERZMREREVsjR0dFsRkk8PT1RVFTU6PXu3bsbMSMi4woMDERaWppOcWR+2PSBiIiIDOr7779vcDG7p6cnvv/+eyNnRGRcwcHBeo0j42LBRERERAb3/fff4/vvv4evry8AwNfXVzxHZO1kMple48i4WDARERGRUXh6emLRokUAgEWLFrGFMjUZN2/e1GscGRfXMBGR1bHEdsqAebRUZjtlIiL948a1lo0FExFZHUtspwyYR0tltlMmItI/Dw8PFBYW6hRH5ocFExFZHXNppwwAZWVlePvtt+8Z9/HHH8PV1dUIGTWO7ZSJiPSP+zBZNhZMRGR1zKmdMgA0b94ct27davR6z549jZgREREZU01NjV7jyLjY9IGIyMB+/PHHBjfkbN68OX788UcjZ0RERMYkkUj0GkfGxYKJiMgIfvzxR2zbtg0tWrQAALRo0QLbtm1jsURE1ATY29vrNY6MiwUTEZGRtGrVCkuXLgUALF26FK1atTJxRkREZAx37tzRaxwZFwsmIiIiIiIDUqlUeo0j42LBRERERERkQDY2ur3l1jWOjIs/FSIiIiIiA2rdurVe48i4WDARERERERlQ165d9RpHxsWCiYiIiIjIgC5cuKDXODIukxVMp0+fRnh4ODw8PDB79mwIgnDP54SEhEAikYgfU6ZMMUKmRERERET/XHl5uV7jyLhMUjApFAoMHz4cPXr0wPHjx3H27Fls3Lix0edUVFTg4sWLuHHjBoqLi1FcXIzPPvvMOAkTEREREf1DVVVVeo0j4zJJwbRv3z6UlpZixYoVaN++Pd5//32sX7++0eekpqYiJCQErVq1gru7O9zd3eHk5GSkjImIiIiI/pnKykq9xpFxmaRgOnXqFPr06QNnZ2cAtVPtzp492+hzjh49imvXrokF07Rp06BQKIyRLhERERHRPyaRSPQaR8ZlkoKprKwMAQEB4rFEIoFUKkVxcXGDz8nKysIjjzyCw4cP4+eff8Yvv/yClStXNhivUChQVlam9UFEREREZGwODg56jSPjsjXJF7W1rfML4ejoiIqKCnh4eNT7nDVr1mgdL1y4EJ9++ineeeedeuOXLl2KuLg4/SRsQaqqqnD16lVTp3Hfzp8/b+oUAABt27aFo6OjqdMgIiIiK6JSqfQaR8ZlkoLJ09MTp0+f1jpXXl4Oe3t7nT9H69atcf369Qavz507F7NmzRKPy8rK4O/vf//JWpirV6/ilVdeMXUa981ccv7iiy/QsWNHU6dBREREVoRNHyybSQqm8PBwrF27VjyWy+VQKBTw9PRs8DkRERHYunWrWPTIZDI88MADDcY7ODg0yWHNtm3b4osvvjB1GgCAnTt3Yt++ffeMGzJkCEaPHm2EjO6tbdu2pk6BiIiIiMyISQqmqKgolJWVYcOGDXjhhRfw/vvvY+DAgZBKpSgpKYGLiwukUqnWc4KCgvDqq68iNjYWmZmZWL58ORISEkyRvllzdHQ0mxGSmTNn6lQwzZw5875GF4mIiIiIjMUkTR9sbW2xbt06vPbaa2jZsiV27dqFDz74AADg4eGBjIyMOs/5+OOP4eDggMceewyxsbH46KOP8Pzzzxs7dboP9vb2mDBhQqMxEyZMYLFERERERGbLJCNMADBixAhcvHgRJ06cQJ8+fdCiRQsAgCAI9ca7u7tj586dxkyR9GDq1KkAgO+++67OtQkTJojXiYiIiIjMkUlGmNS8vb3x5JNPisUSWaepU6di//79GDduHABg3Lhx2L9/P4slIiIiIjJ7Ji2YqOmwt7fHwIEDAQADBw7kNDwiIiJqMmxsdHvLrWscGRd/KkREREREBsR9mCwbCyYiIiIiIgOSSCR6jSPjYsFERERERGRADTU1+6dxZFwsmIiIiIiIiBrAgomIiIiIiKgBLJiIiIiIiIgawIKJiIiIiIioASyYiIiIiIiIGsCCiYiI6P+1d+/BUdX3G8efbLLZDQlZTbiGsIk6IMoomFINhTaiULXcSiI6AYSCGWaKVAuWysUZ8MJFjYXBxlYIoo20FEIZSwYYQRF7sQXRUiMoAbkYLhFt2CSbzSabPb8//LFtTBZIIHt2yfs1wzA5l5zPd2c/2fPsnv0eAACCIDABAAAAQBAEJgAAAAAIgsAEAAAAAEEQmAAAAAAgCAITAAAAAARBYAIAAACAIGLMLgAAgEhWUVEhl8tldhkR4/jx403+x6VzOBzq3r272WUAHQ6BCQCANqqoqNCkhyarod5rdikRZ/HixWaXEHGssTa9UfQ7QhMQYgQmAADayOVyqaHeK8/1WfLbHWaXg6uYpc4lfb5bLpeLwASEGIEJQJtxKVLrcTlS24T7pUh+u0P++C5mlwEAaAcEJgBtwqVIl4fLkVqHS5EAtFZdXZ1OnDhhdhmtdujQIbNLkCQ5nU7Z7XazywgLBCYAbcKlSAgVLkUC0BYnTpzQ9OnTzS6j1cKl5lWrVqlv375mlxEWCEwALguXIgEAwpHT6dSqVavMLkOSVFVVpV/84hcX3S4/P1+JiYkhqOjinE6n2SWEDQITAAAArjp2uz2sPiFJSEhQTU3NBdcPGjQohBXhUnHjWgAAAKCdlZSUKCEhocV1CQkJKikpCXFFuFQEJgAAACAESkpKtHHjRiUnJ0uSkpOTtXHjRsJSmOOSvDZiOuXWYzrltgn36ZQBAMCl69q1q5YuXarp06dr6dKl6tq1q9kl4SIITG3AdMqXh+mUW4fplAEAAMxDYGoDplNGqDCdMgAAgLkITJeB6ZQBAACAqxuTPgAAAABAEAQmAAAAAAiCwAQAAAAAQRCYAAAAACAIAhMAAAAABEFgAgAAAIAgCEwAAAAAEAT3YQIAAMBlqaiokMvlMruMiHH8+PEm/+PSORwOde/ePaTHJDABAACgzSoqKjTpoclqqPeaXUrEWbx4sdklRBxrrE1vFP0upKGJwAQAAIA2c7lcaqj3ynN9lvx2h9nl4CpmqXNJn++Wy+UiMAEAACCy+O0O+eO7mF0GcMUx6QMAAAAABEFgAgAAAIAguCQPwGWxeM6ZXQKucpHwHIuEGhHZeI4B5iEwAbgscUffM7sEwHT0AQBcvQhMl4F3e9DeIuE55rnuB/LHXWN2GbiKWTznwj6Q0Adob5HQB8DVyrTAVFpaqqlTp+rw4cPKy8vT888/r6ioqAvuU1xcrMcff1wNDQ168cUXlZubG6JqW8YfLkDyx13DrEjo8OgDALh6mRKYvF6vRo8erXvuuUfr16/Xo48+qtdee01Tp04Nuk9paakmTpyogoIC3XHHHcrOzlZGRoZuvPHGEFbeFO8oor3xjiIAIFJEwlURiGxmPcdMCUzbtm2Ty+XSr371K3Xq1ElLlizRI488csHAVFhYqGHDhikvL0+SNHPmTBUVFenZZ58NVdnN8I4i8P83kQPaUSQ8xyKhRkS2SHiO8QYfrlamBKb9+/crMzNTnTp1kiTdeuutOnDgwEX3ue+++wI/33777Xr66afbtc6LiYQ/Xohs4fwcczgcssbapM93m10KOgBrrE0Oh8PsMpqhDxBK4doH59X1ypARm2B2GbiKRdXXyH7yw5Af15TAVFVVpeuuuy7wc1RUlKKjo1VZWalrr732kvZJTEzUqVOngh7D6/XK6/U22f9K4QUSoRSuL5Ddu3fXG0W/k8sVfqHO6/XqzJkzZpfRotOnT+vVV1/VtGnT1LNnT7PLaaZHjx6y2Wxml9GMw+FQ9+7dzS6jGfqg9cK9ByT6oLUC50UmnMii4zHjvMiUwBQTE9PsD5HdbldtbW3QwPTtfc5vH8zSpUv11FNPXZmCvyWcXyCPHz+uxYsXm11GxFqwYIHS0tLMLqOJcH2BlL7phXCs7dChQ2HfB6+++qrZJbRo1apV6tu3r9llRBT6oG3CtQck+qC1wvW8iHOiyxOO50SSOedFpgSmpKQklZaWNllWXV2t2NjYC+5z9uzZS95+3rx5mj17duDnqqoq9e7d+zKqbipcXyCdTqdWrVpldhkRy+l0ym63m10GLhN90HZOp9PsEnCF0AdtRx+0XjieF9EDl4dzov8yJTB997vf1erVqwM/Hz16VF6vV0lJSRfc5/3339fDDz8sSfroo4/Uq1evoNvbbLaw/Di9vdntdt4VQ4dHHwD0AUAP4EqxmHHQH/zgB6qqqtLatWslSUuWLNHw4cMVHR2tc+fOqbGxsdk+OTk5Wr9+vT7++GPV1NRo5cqVuueee0JdOgAAAIAOxJTAFBMTo8LCQs2cOVNdunTRm2++qeeee06SdO211+rjjz9uts+AAQP02GOPadCgQerVq5eio6M1Y8aMUJcOAAAAoAOJMgzDMOvgZ86c0b59+5SZmank5ORL2ufAgQM6efKksrKyLvgdpm+rqqqSw+GQy+VSYmJiW0sGAAAAEOFakw1MDUyhRGACAAAAILUuG5hySR4AAAAARAICEwAAAAAEQWACAAAAgCAITAAAAAAQBIEJAAAAAIIgMAEAAABAEAQmAAAAAAiCwAQAAAAAQRCYAAAAACAIAhMAAAAABEFgAgAAAIAgCEwAAAAAEASBCQAAAACCiDG7gFAxDEOSVFVVZXIlAAAAAMx0PhOczwgX0mECU3V1tSSpd+/eJlcCAAAAIBxUV1fL4XBccJso41Ji1VXA7/fr1KlT6ty5s6Kioswup0OqqqpS79699cUXXygxMdHscgBT0Afo6OgBgD4IB4ZhqLq6WikpKbJYLvwtpQ7zCZPFYlFqaqrZZUBSYmIifxzQ4dEH6OjoAYA+MNvFPlk6j0kfAAAAACAIAhMAAAAABEFgQsjYbDYtXLhQNpvN7FIA09AH6OjoAYA+iDQdZtIHAAAAAGgtPmECAAAAgCAITGiTPn36aPfu3S2uu+GGG7R9+/Ymy/x+v6KiouT1elvcZ8KECSouLr7idQLtiT4AQtcHJ06c0AcffKD6+vrLLxq4gngtuPoRmNAmcXFxiouLa3GdzWYLTNN45MgRZWVlye/3KzY2VrGxsbr33ntVVlamBx54QKWlpZKkmpqaFu+0/Pe//1033nhj+w0EuAyh6IOnnnpKSUlJstlsGjduXOAm3EC4CEUfzJ49WxkZGZowYYKuu+46ffrpp+07KKAVQnVOJEnnzp1Tz549dezYsXYZC1pGYEKruN1u+Xy+wA2+amtr5fV65fP5AttYLBZFR0fL4/EoPT1dcXFxKigoUFRUlAoLC2W1WtWnTx899NBDGjFihP71r3/JYrE0u6Hwvn37NG7cuKDvwABmCVUfrFu3TuvWrdP27dv1ySef6ODBg1q2bFnIxwu0JFR98O6776qkpESff/65Dh06pB/+8If0AcJCKM+JzpszZ47OnDkTkvHhv5j0AZfM7XYrOTlZNptN1dXVio+PV3x8vCZNmqTVq1fLarXK5/PJ5XKpc+fO8vl8KikpUXp6uux2u66//npt3rxZAwYMUEpKinw+n4qLi+X1erV582ZNmjRJ999/f+BYN998s/Ly8rRmzRreSUHYCGUfLFu2TFlZWRo8eLAkaeHChdq7d6+2bt1q5kMAhLQP3n//fdXX1ysrK0uStHLlSu3YsUNbtmwx8yFABxfKHjjvvffe0/jx49XY2KgPPvhA6enp5gy+IzKAViorKzMkGXv37m22bv78+U3W/f73vzcSExON7t27G5KMHj16GN26dTN2795t3HHHHcaXX35pGIZhjB071ti4cWPg93i9XqO8vNzYtWuXkZaWFpJxAa0Rij74tgcffNB49NFH22dAQBuEug/Onj1rDBgwwFizZk37DQpohVD1QF1dndGvXz9j/fr1RlpamnH06NF2Hxv+i0vy0GoFBQWSpPz8/Caf/JSXl+v1119XampqYFlubq5cLpdmzZolSXrrrbdUVlamoUOHKjMzU0OGDFF5eXmzY8TGxqpXr17tOxDgMoSiD/7XoUOHtHnzZk2fPv3KDwZoo1D2werVq+V0OtWjRw9NmzatfQYEtFKoemDJkiXq27evHnzwwfYbDIIiMKFVTpw4oaKiIqWkpKhLly4aN26c6urq5Pf7NXnyZC1ZskTJyclN9nG73XrppZdksVhUXFys3NxcSdKKFSuUnZ2tysrKwLZHjhyR2+0O6ZiA1gp1H/j9fk2bNk15eXnq379/aAYJXESo+2Dy5MnasGGDPvnkE/36178OzSCBCwhVDxw8eFC//e1v9Zvf/Cak48N/EZjQKj/96U/185//XF27dtVPfvITzZ8/X1arVXPnzlV8fLwmT57cbJ85c+boxz/+saxWqxYuXKikpCT985//1M6dO5WWlqbXXntN+/bt0/Tp0zVhwgSdPXvWhJEBly7UffDMM8/oP//5j1544YVQDhO4oFD3gc1m06hRo/T0009rzZo1oRwq0KJQ9MCXX36p6dOn69lnn1VKSooJo4QkvsOES/fOO+8Yt956q+H1eo0BAwYYe/fuNRobG425c+ca/fv3NyorKw3DMALrDMMwNm3aZKSmphpff/21YbPZDMMwjA0bNhhJSUnG8OHDjccff9xYu3at8b3vfa/Fa9b5DhPCTaj74M9//rORmJhoHDhwIKTjBC4klH2wYsUKY926dYGf33jjDeM73/lO6AYLtCBUPXDs2DFDkuFwOAL/oqKijM6dOzfpC7SvGLMDGyLHsGHDtH37dsXGxgaWLV++XCUlJdqxY4euueaaZvtkZGRow4YNSkpKCizLycnR+PHjm2y3adOmdqsbuJJC2QcHDx5Ubm6uXn75ZfXu3Vs1NTWyWCzq1KnTlR0U0Eqh7IPrr79eDz/8sHr27KmUlBS98MILgcuYALOEqgd69eqlo0ePNlk/dOhQrV+/XgMHDrwyg8FFEZjQKj179pQkNTQ0yOfzadasWcrLy5PD4ZDb7VZpaalOnz4tm80mSUpPTw9Me9nY2Ci/3x+4X8H/Or8OiASh6oNVq1bJ7XZrypQpmjJliiQpLS2NafYRFkLVB6NHj9bcuXM1ceJENTQ0KC8vT3PmzGn/AQIXEYoeiImJaTZ9eExMjFJTU5WQkNB+g0MTfIcJbeL1elVXVyeLxRK4g7Xf71dubq6ys7N10003Ndm+sbFRPp9PHo/ngr/v2+68805ODhG22rsPli9fLsMwmvyjHxBuQvF6MHv2bJ06dUpnz57V0qVLWzzJBMwSqnOi844dO8Y9mEKMG9cCAAAAQBC8RQMAAAAAQRCYAAAAACAIAhMAAAAABEFgAgAAAIAgCEwAAAAAEASBCQCAFjQ2Nl7ydg0NDe1cDQDALAQmAEBY6dOnj3bv3t3iuhtuuEHbt29vsszv9ysqKkper7fFfSZMmKDi4uJmy0+ePKmcnBx98cUXkqQRI0boD3/4gyRp9erVysrKks/na7JPRkaGunTpovj4eKWnpys+Pl7dunXT4sWL5fF45Ha7JUm9e/fWp59+2rqBAwDCEoEJABBW4uLiFBcX1+I6m80WuDHkkSNHlJWVJb/fr9jYWMXGxuree+9VWVmZHnjgAZWWlkqSampq1NItB3v16qWJEydq5MiR8ng8stlsslqtevvtt/XKK69o48aNiomJabLPhx9+qDVr1mjMmDE6duyYRo8erRdffFGLFi3SypUr9eSTTwbGYLPZruTDAgAwSczFNwEAoP253W7ZbDZZLN+8l1dbW6vo6GhFR0cHgovFYlF0dLQ8Ho/S09MVFxengoICRUVFqbCwUFarVX369NFDDz2kESNGaNu2bbJYLIqKimpyLIfDIavVqoSEBDU2NiotLU2VlZXas2ePOnXqJJ/Pp8zMTNXU1GjGjBl65plnAvs2NDTIarU2q99mswVCUkvHBABEJgITAMB0brdbycnJstlsqq6u1t133634+HhNmjRJq1evltVqlc/nk8vl0vDhw+Xz+VRSUqKXX35ZdrtdTzzxhFJTU/XKK69Iku677z4tX75c+/fvb/F4FRUVstvtkqSysjINHTpUTqdTzz33nLZt26Yf/ehHysnJabLPm2++qT179uizzz7T4cOHtWjRIpWWlsrj8ej06dNBPxUDAEQ2LskDAJguPj5edXV12rdvnwzD0K5du3TmzBnl5+fL5XLpq6++0iOPPCJJeuedd1RbW6uKigrddtttysjIkNfr1bRp03Tbbbfpvffe09ChQ3X33XdrypQpLR7vfFj697//rbvuukvz589Xv379ZBiGhg4dqokTJ2rOnDny+/2BfWpra1VZWamjR4/Kbrfr3LlzamhoUG1traqqquT3+1u89A8AENkITACAsFFQUCBJys/P17FjxwLLy8vL9frrrys1NTWwLDc3Vy6XS7NmzZIkvfXWW4FPizIzMzVkyBCVl5e3eByXy6XFixdryJAhmj17th577DHV19eroaFBU6dO1bvvvqu1a9dq5MiRqqqqChxv2bJlOnfunJYtW6YVK1Zo4MCBys3N1dKlS+XxeOT1euXz+eR2uxUdHd1OjxIAIJQITACAsHDixAkVFRUpJSVFXbp00bhx41RXVye/36/JkydryZIlSk5ObrKP2+3WSy+9JIvFouLiYuXm5kqSVqxYoezsbFVWVga2PXLkSGAWuxkzZqioqEhbt24NBC6n0xkIOZmZmdq1a5eqq6sD36n66KOPdPvtt2vMmDG68847JUn19fXau3evPB6PFixYoCeffFIJCQmyWq3q1q1buz5eAIDQiDK4fgAAEAZGjhypwYMHq7i4WIWFhTp69Kiys7M1b948HTx4UFu2bNHAgQNVWFioQYMGSfom+FgsFhUWFqq2tlZTpkzRjBkz5Ha7VVZWpsOHD2vDhg1yu93q06eP/vjHPyotLU0nT55U165dm8xkN2nSJPXr1y8w0530zQQPfr9fNptNfr9fb7/9toYNGxaYhOLrr7+W0+nUnj171L9/f0nSZ599JqfTyXeaAOAqwaQPAADT7dq1S+Xl5frlL38ZuGdSTk6OFixYoK1bt+qvf/1rs33+9Kc/acuWLdq/f78KCwtlsVg0ZswYjRo1ShkZGRowYIBuueUW/eMf/9CsWbN0//33S/rmk6yMjIzANOLnHT9+XDabTYWFhYFl9fX1uvnmm7Vz505ZLBZ17dpVdru9yb4ej0eDBw+WxWKRYRjyeDx65pln9MQTT7TnQwYACBECEwDAdMOGDdP27dsVGxsbWLZ8+XKVlJRox44duuaaa5rtk5GRoQ0bNigpKSmwLCcnR+PHj2+y3aZNm5r87HQ69dVXXzVZVlRUpPz8fFVXV6uwsFB33XVXi3UOHDiw2c1sU1NTtXPnTvXr1++SxgoAiCwEJgBAWOjZs6ekby6D8/l8mjVrlvLy8uRwOOR2u1VaWqrTp08HLqNLT09Xenq6JKmxsVF+vz/wfaP/dX5dMBs3btS8efO0ZcsWWa1WjR07VjNnztTPfvazJjeubWxsbNX9lXw+X7Mb3wIAIg9/yQEAYcXr9aqurk4Wi0UOh0OS5Pf7lZubq+zsbN10001Ntm9sbJTP55PH41F8fHzQ33eez+fT/v379be//U1FRUXy+/3atm2bbrnlFknSX/7yF02bNk35+fmaPHmyxo4dq8zMTC1atEjPP/98s+8mNTY2KjMzs8myhoYGdenSRcePH78ijwkAwDxM+gAA6FDq6ur0/e9/X3379lVubq5GjRrV4nY7duxQQUGBxo0bF/R+TgCAqx+BCQAAAACC4D5MAAAAABAEgQkAAAAAgiAwAQAAAEAQBCYAAAAACILABAAAAABBEJgAAAAAIAgCEwAAAAAEQWACAAAAgCAITAAAAAAQxP8B+B51QjDKucEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def load_and_prepare_data(file_path):\n",
    "    materials = {}\n",
    "    for i in range(1, 5):\n",
    "        sheet_name = f'材料{i}'  # 使用正确的工作表名称\n",
    "        materials[i] = pd.read_excel(file_path, sheet_name=sheet_name)\n",
    "        # 使用索引位置而不是列名来指定数据\n",
    "        materials[i].columns = ['温度', '频率', '磁芯损耗', '励磁波形'] + ['磁通密度{}'.format(j) for j in range(1, 1025)]\n",
    "        materials[i]['材料类型'] = f'材料{i}'\n",
    "    \n",
    "    # 将所有材料的数据合并为一个DataFrame\n",
    "    data = pd.concat(materials.values(), ignore_index=True)\n",
    "    return data\n",
    "\n",
    "def plot_independent_factors(data):\n",
    "    # 温度对磁芯损耗的影响\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.boxplot(x='温度', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随温度的变化')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.violinplot(x='温度', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随温度的变化（详细视图）')\n",
    "    plt.xlabel('温度 (°C)')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "    # 励磁波形对磁芯损耗的影响\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.boxplot(x='励磁波形', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随励磁波形的变化')\n",
    "    plt.xlabel('励磁波形')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.violinplot(x='励磁波形', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随励磁波形的变化（详细视图）')\n",
    "    plt.xlabel('励磁波形')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "    # 材料类型对磁芯损耗的影响\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.boxplot(x='材料类型', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随材料类型的变化')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    sns.violinplot(x='材料类型', y='磁芯损耗', data=data)\n",
    "    plt.title('磁芯损耗随材料类型的变化（详细视图）')\n",
    "    plt.xlabel('材料类型')\n",
    "    plt.ylabel('磁芯损耗 (W/m³)')\n",
    "    plt.show()\n",
    "\n",
    "# 主程序\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "data = load_and_prepare_data(file_path)\n",
    "plot_independent_factors(data)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳参数: [42.92384655  0.13439786  2.77773777]\n",
      "最低磁芯损耗: 2000.0\n",
      "局部优化后的最佳参数: [42.92384655  0.13439786  2.77773777]\n",
      "局部优化后的最低磁芯损耗: 2000\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from scipy.optimize import minimize\n",
    "\n",
    "# 加载数据\n",
    "def load_data(file_path):\n",
    "    sheets = ['材料1', '材料2', '材料3', '材料4']\n",
    "    df_list = []\n",
    "    for sheet in sheets:\n",
    "        df = pd.read_excel(file_path, sheet_name=sheet)\n",
    "        df['Material'] = sheet\n",
    "        df_list.append(df)\n",
    "    full_df = pd.concat(df_list, ignore_index=True)\n",
    "    # 将励磁波形从文本转为数字编码\n",
    "    waveform_mapping = {'正弦波': 0, '三角波': 1, '梯形波': 2}\n",
    "    full_df['励磁波形'] = full_df['励磁波形'].map(waveform_mapping)\n",
    "    return full_df\n",
    "\n",
    "# 损耗计算函数\n",
    "def loss_function(x, df):\n",
    "    # x[0] - 温度, x[1] - 励磁波形, x[2] - 材料编号\n",
    "    filtered_df = df[(df['温度，oC'] == x[0]) & (df['励磁波形'] == int(x[1])) & (df['Material'] == f'材料{int(x[2])+1}')]\n",
    "    if not filtered_df.empty:\n",
    "        return filtered_df['磁芯损耗，w/m3'].mean()\n",
    "    return np.inf\n",
    "\n",
    "# 定义优化函数\n",
    "def optimize_loss(df):\n",
    "    x0 = [25, 0, 0]  # 初始猜测\n",
    "    bnds = ((25, 90), (0, 2), (0, 3))  # 温度范围, 励磁波形编码, 材料编号\n",
    "    result = minimize(loss_function, x0, args=(df,), method='SLSQP', bounds=bnds)\n",
    "    return result\n",
    "\n",
    "# 主程序\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "df = load_data(file_path)\n",
    "\n",
    "# 运行优化\n",
    "result = optimize_loss(df)\n",
    "print(\"最佳参数:\", result.x)\n",
    "print(\"最低磁芯损耗:\", result.fun)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\deap\\creator.py:185: RuntimeWarning: A class named 'FitnessMin' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n",
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\deap\\creator.py:185: RuntimeWarning: A class named 'Individual' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gen\tnevals\tavg\tmin    \tmax\n",
      "0  \t50    \tinf\t83048.3\tinf\n",
      "1  \t39    \tinf\t37860.1\tinf\n",
      "2  \t36    \t132663\t37860.1\t387235\n",
      "3  \t29    \tinf   \t37860.1\tinf   \n",
      "4  \t22    \t45318.2\t37860.1\t134766\n",
      "5  \t25    \tinf    \t37860.1\tinf   \n",
      "6  \t27    \t40128.5\t37860.1\t102801\n",
      "7  \t25    \tinf    \t37860.1\tinf   \n",
      "8  \t26    \tinf    \t37860.1\tinf   \n",
      "9  \t26    \t40571.7\t37860.1\t102801\n",
      "10 \t24    \tinf    \t37860.1\tinf   \n",
      "11 \t30    \tinf    \t37860.1\tinf   \n",
      "12 \t31    \t37860.1\t37860.1\t37860.1\n",
      "13 \t31    \t40993.6\t37860.1\t134766 \n",
      "14 \t33    \t43474.5\t37860.1\t307710 \n",
      "15 \t30    \t42218.2\t37860.1\t134766 \n",
      "16 \t32    \t41314.4\t37860.1\t134766 \n",
      "17 \t33    \t43912  \t37860.1\t134766 \n",
      "18 \t23    \t41210  \t37860.1\t102801 \n",
      "19 \t32    \t39158.9\t37860.1\t102801 \n",
      "20 \t30    \t38294.9\t37860.1\t48728.8\n",
      "21 \t31    \t39799.3\t37860.1\t75470.8\n",
      "22 \t36    \t42565  \t37860.1\t134766 \n",
      "23 \t31    \t41953.7\t37860.1\t134766 \n",
      "24 \t32    \t44419.9\t37860.1\t111256 \n",
      "25 \t35    \tinf    \t37860.1\tinf    \n",
      "26 \t39    \tinf    \t37860.1\tinf    \n",
      "27 \t29    \t46317.8\t37860.1\t415554 \n",
      "28 \t24    \tinf    \t37860.1\tinf    \n",
      "29 \t32    \tinf    \t37860.1\tinf    \n",
      "30 \t36    \tinf    \t37860.1\tinf    \n",
      "31 \t31    \tinf    \t37860.1\tinf    \n",
      "32 \t30    \tinf    \t37860.1\tinf    \n",
      "33 \t34    \t40550.5\t37860.1\t134766 \n",
      "34 \t35    \tinf    \t37860.1\tinf    \n",
      "35 \t28    \tinf    \t37860.1\tinf    \n",
      "36 \t38    \t38763.9\t37860.1\t83048.3\n",
      "37 \t40    \tinf    \t37860.1\tinf    \n",
      "38 \t23    \tinf    \t37860.1\tinf    \n",
      "39 \t29    \tinf    \t37860.1\tinf    \n",
      "40 \t33    \t43996.5\t37860.1\t134766 \n",
      "41 \t23    \t39516.1\t37860.1\t83048.3\n",
      "42 \t32    \tinf    \t37860.1\tinf    \n",
      "43 \t31    \tinf    \t37860.1\tinf    \n",
      "44 \t26    \tinf    \t37860.1\tinf    \n",
      "45 \t27    \t42565  \t37860.1\t134766 \n",
      "46 \t39    \tinf    \t37860.1\tinf    \n",
      "47 \t27    \tinf    \t37860.1\tinf    \n",
      "48 \t30    \tinf    \t37860.1\tinf    \n",
      "49 \t25    \tinf    \t37860.1\tinf    \n",
      "50 \t25    \tinf    \t37860.1\tinf    \n",
      "最佳解： [1, 0, 3]\n",
      "最佳解的温度： 90\n",
      "最佳解的波形： 正弦波\n",
      "最佳解的材料： 材料4\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "from deap import base, creator, tools, algorithms\n",
    "\n",
    "def evaluate(individual, df):\n",
    "    # 将基因解码回对应的参数\n",
    "    temperature = 25 + individual[0] * 65  # 25-90°C\n",
    "    waveform = individual[1]\n",
    "    material_index = individual[2]\n",
    "    filtered_df = df[(df['温度，oC'] == temperature) & (df['Waveform'] == waveform) & (df['Material'] == f'材料{material_index + 1}')]\n",
    "    if not filtered_df.empty:\n",
    "        return (filtered_df['磁芯损耗，w/m3'].mean(),)\n",
    "    return (np.inf,)  # 如果没有符合的数据，返回无限大作为损耗\n",
    "\n",
    "# 设置遗传算法\n",
    "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0,))  # 最小化问题\n",
    "creator.create(\"Individual\", list, fitness=creator.FitnessMin)\n",
    "\n",
    "toolbox = base.Toolbox()\n",
    "toolbox.register(\"attr_temp\", random.randint, 0, 3)  # 温度编码为 0-3\n",
    "toolbox.register(\"attr_wave\", random.randint, 0, 2)  # 励磁波形编码为 0-2\n",
    "toolbox.register(\"attr_mat\", random.randint, 0, 3)  # 材料编码为 0-3\n",
    "toolbox.register(\"individual\", tools.initCycle, creator.Individual, \n",
    "                 (toolbox.attr_temp, toolbox.attr_wave, toolbox.attr_mat), n=1)\n",
    "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n",
    "toolbox.register(\"evaluate\", evaluate, df=df)\n",
    "toolbox.register(\"mate\", tools.cxTwoPoint)\n",
    "toolbox.register(\"mutate\", tools.mutUniformInt, low=[0, 0, 0], up=[3, 2, 3], indpb=0.2)\n",
    "toolbox.register(\"select\", tools.selTournament, tournsize=3)\n",
    "\n",
    "def optimize_ga(df):\n",
    "    population = toolbox.population(n=50)\n",
    "    hof = tools.HallOfFame(1)\n",
    "    \n",
    "    stats = tools.Statistics(lambda ind: ind.fitness.values)\n",
    "    stats.register(\"avg\", np.mean)\n",
    "    stats.register(\"min\", np.min)\n",
    "    stats.register(\"max\", np.max)\n",
    "    \n",
    "    algorithms.eaSimple(population, toolbox, cxpb=0.5, mutpb=0.2, ngen=50, stats=stats, halloffame=hof, verbose=True)\n",
    "    \n",
    "    return hof[0]\n",
    "\n",
    "# 主程序\n",
    "file_path = '附件一（训练集）.xlsx'\n",
    "df = load_data(file_path)\n",
    "best_solution = optimize_ga(df)\n",
    "print(\"最佳解：\", best_solution)\n",
    "print(\"最佳解的温度：\", 25 + best_solution[0] * 65)\n",
    "print(\"最佳解的波形：\", ['正弦波', '三角波', '梯形波'][best_solution[1]])\n",
    "print(\"最佳解的材料：\", f'材料{best_solution[2]+1}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\deap\\creator.py:185: RuntimeWarning: A class named 'FitnessMin' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n",
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\deap\\creator.py:185: RuntimeWarning: A class named 'Individual' has already been created and it will be overwritten. Consider deleting previous creation of that class or rename it.\n",
      "  warnings.warn(\"A class named '{0}' has already been created and it \"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gen\tnevals\tavg\tmin    \tmax\n",
      "0  \t100   \tinf\t37860.1\tinf\n",
      "1  \t58    \tinf\t37860.1\tinf\n",
      "2  \t58    \t44796.1\t37860.1\t102801\n",
      "3  \t61    \t37860.1\t37860.1\t37860.1\n",
      "4  \t57    \tinf    \t37860.1\tinf    \n",
      "5  \t59    \t40528.2\t37860.1\t134766 \n",
      "6  \t52    \t38457.8\t37860.1\t97629.3\n",
      "7  \t52    \tinf    \t37860.1\tinf    \n",
      "8  \t60    \t39107.2\t37860.1\t102801 \n",
      "9  \t45    \t37860.1\t37860.1\t37860.1\n",
      "10 \t55    \tinf    \t37860.1\tinf    \n",
      "11 \t51    \tinf    \t37860.1\tinf    \n",
      "12 \t42    \t40128  \t37860.1\t134766 \n",
      "13 \t51    \t38796.8\t37860.1\t83048.3\n",
      "14 \t70    \t38763.9\t37860.1\t83048.3\n",
      "15 \t52    \t38236.2\t37860.1\t75470.8\n",
      "16 \t52    \t38457.8\t37860.1\t97629.3\n",
      "17 \t49    \t41984.3\t37860.1\t307710 \n",
      "18 \t51    \t38457.8\t37860.1\t97629.3\n",
      "19 \t52    \t38509.5\t37860.1\t102801 \n",
      "20 \t47    \t37860.1\t37860.1\t37860.1\n",
      "21 \t44    \tinf    \t37860.1\tinf    \n",
      "22 \t46    \t40315.4\t37860.1\t134766 \n",
      "23 \t55    \t39107.2\t37860.1\t102801 \n",
      "24 \t60    \t37968.8\t37860.1\t48728.8\n",
      "25 \t56    \tinf    \t37860.1\tinf    \n",
      "26 \t52    \t40160.8\t37860.1\t134766 \n",
      "27 \t41    \t37968.8\t37860.1\t48728.8\n",
      "28 \t68    \tinf    \t37860.1\tinf    \n",
      "29 \t62    \t40528.2\t37860.1\t134766 \n",
      "30 \t64    \t39592  \t37860.1\t102801 \n",
      "31 \t42    \tinf    \t37860.1\tinf    \n",
      "32 \t61    \t38833.9\t37860.1\t97629.3\n",
      "33 \t46    \tinf    \t37860.1\tinf    \n",
      "34 \t60    \t41936  \t37860.1\t288300 \n",
      "35 \t60    \t38077.5\t37860.1\t48728.8\n",
      "36 \t49    \t40611.9\t37860.1\t253270 \n",
      "37 \t54    \tinf    \t37860.1\tinf    \n",
      "38 \t51    \tinf    \t37860.1\tinf    \n",
      "39 \t55    \tinf    \t37860.1\tinf    \n",
      "40 \t50    \t37860.1\t37860.1\t37860.1\n",
      "41 \t52    \t37860.1\t37860.1\t37860.1\n",
      "42 \t65    \t37860.1\t37860.1\t37860.1\n",
      "43 \t56    \tinf    \t37860.1\tinf    \n",
      "44 \t50    \t38420.7\t37860.1\t83048.3\n",
      "45 \t48    \tinf    \t37860.1\tinf    \n",
      "46 \t73    \t38509.5\t37860.1\t102801 \n",
      "47 \t48    \t38312  \t37860.1\t83048.3\n",
      "48 \t49    \tinf    \t37860.1\tinf    \n",
      "49 \t52    \t38236.2\t37860.1\t75470.8\n",
      "50 \t53    \t39158.9\t37860.1\t102801 \n",
      "51 \t48    \t38312  \t37860.1\t83048.3\n",
      "52 \t59    \tinf    \t37860.1\tinf    \n",
      "53 \t52    \t37860.1\t37860.1\t37860.1\n",
      "54 \t50    \t38236.2\t37860.1\t75470.8\n",
      "55 \t53    \t38509.5\t37860.1\t102801 \n",
      "56 \t46    \tinf    \t37860.1\tinf    \n",
      "57 \t54    \t37860.1\t37860.1\t37860.1\n",
      "58 \t50    \t39478.6\t37860.1\t134766 \n",
      "59 \t45    \t37860.1\t37860.1\t37860.1\n",
      "60 \t55    \tinf    \t37860.1\tinf    \n",
      "61 \t60    \tinf    \t37860.1\tinf    \n",
      "62 \t63    \t38829.2\t37860.1\t134766 \n",
      "63 \t55    \t37860.1\t37860.1\t37860.1\n",
      "64 \t50    \t38829.2\t37860.1\t134766 \n",
      "65 \t54    \t37860.1\t37860.1\t37860.1\n",
      "66 \t65    \t39055.5\t37860.1\t97629.3\n",
      "67 \t47    \t37968.8\t37860.1\t48728.8\n",
      "68 \t58    \tinf    \t37860.1\tinf    \n",
      "69 \t50    \tinf    \t37860.1\tinf    \n",
      "70 \t49    \t38457.8\t37860.1\t97629.3\n",
      "71 \t53    \t37968.8\t37860.1\t48728.8\n",
      "72 \t54    \t38612.3\t37860.1\t75470.8\n",
      "73 \t42    \tinf    \t37860.1\tinf    \n",
      "74 \t48    \tinf    \t37860.1\tinf    \n",
      "75 \t56    \t39587.3\t37860.1\t134766 \n",
      "76 \t60    \tinf    \t37860.1\tinf    \n",
      "77 \t56    \t40185  \t37860.1\t134766 \n",
      "78 \t62    \t39205.3\t37860.1\t134766 \n",
      "79 \t62    \t38688.1\t37860.1\t83048.3\n",
      "80 \t57    \t37860.1\t37860.1\t37860.1\n",
      "81 \t48    \t37860.1\t37860.1\t37860.1\n",
      "82 \t51    \t37968.8\t37860.1\t48728.8\n",
      "83 \t48    \t37860.1\t37860.1\t37860.1\n",
      "84 \t55    \tinf    \t37860.1\tinf    \n",
      "85 \t61    \tinf    \t37860.1\tinf    \n",
      "86 \t48    \t38937.9\t37860.1\t134766 \n",
      "87 \t50    \tinf    \t37860.1\tinf    \n",
      "88 \t60    \t39158.9\t37860.1\t102801 \n",
      "89 \t42    \t40192  \t37860.1\t134766 \n",
      "90 \t60    \t39426.9\t37860.1\t134766 \n",
      "91 \t63    \t38618.2\t37860.1\t102801 \n",
      "92 \t56    \tinf    \t37860.1\tinf    \n",
      "93 \t52    \t37860.1\t37860.1\t37860.1\n",
      "94 \t61    \t37860.1\t37860.1\t37860.1\n",
      "95 \t58    \tinf    \t37860.1\tinf    \n",
      "96 \t60    \tinf    \t37860.1\tinf    \n",
      "97 \t57    \tinf    \t37860.1\tinf    \n",
      "98 \t56    \t39667.8\t37860.1\t102801 \n",
      "99 \t67    \t37860.1\t37860.1\t37860.1\n",
      "100\t51    \t38829.2\t37860.1\t134766 \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\ProgramData\\anaconda3\\envs\\DL\\lib\\site-packages\\IPython\\core\\pylabtools.py:152: UserWarning: Glyph 179 (\\N{SUPERSCRIPT THREE}) missing from font(s) SimHei.\n",
      "  fig.canvas.print_figure(bytes_io, **kw)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "最佳解： [1, 0, 3]\n",
      "最佳解的温度： 90\n",
      "最佳解的波形： 正弦波\n",
      "最佳解的材料： 材料4\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from deap import base, creator, tools, algorithms\n",
    "\n",
    "import random\n",
    "\n",
    "# 设置matplotlib字体以支持中文显示\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# 加载数据\n",
    "def load_data(file_path):\n",
    "    sheets = ['材料1', '材料2', '材料3', '材料4']\n",
    "    df_list = []\n",
    "    for sheet in sheets:\n",
    "        df = pd.read_excel(file_path, sheet_name=sheet)\n",
    "        df['Material'] = sheet\n",
    "        df_list.append(df)\n",
    "    full_df = pd.concat(df_list, ignore_index=True)\n",
    "    waveform_mapping = {'正弦波': 0, '三角波': 1, '梯形波': 2}\n",
    "    full_df['励磁波形'] = full_df['励磁波形'].map(waveform_mapping)\n",
    "    return full_df\n",
    "\n",
    "# 损耗评估函数\n",
    "def evaluate(individual, df):\n",
    "    temperature = 25 + individual[0] * 65\n",
    "    waveform = individual[1]\n",
    "    material_index = individual[2]\n",
    "    filtered_df = df[(df['温度，oC'] == temperature) & (df['励磁波形'] == waveform) & (df['Material'] == f'材料{material_index + 1}')]\n",
    "    if not filtered_df.empty:\n",
    "        return (filtered_df['磁芯损耗，w/m3'].mean(),)\n",
    "    return (np.inf,)\n",
    "\n",
    "# 遗传算法设置\n",
    "creator.create(\"FitnessMin\", base.Fitness, weights=(-1.0,))\n",
    "creator.create(\"Individual\", list, fitness=creator.FitnessMin)\n",
    "\n",
    "toolbox = base.Toolbox()\n",
    "toolbox.register(\"attr_temp\", random.randint, 0, 3)\n",
    "toolbox.register(\"attr_wave\", random.randint, 0, 2)\n",
    "toolbox.register(\"attr_mat\", random.randint, 0, 3)\n",
    "toolbox.register(\"individual\", tools.initCycle, creator.Individual,\n",
    "                 (toolbox.attr_temp, toolbox.attr_wave, toolbox.attr_mat), n=1)\n",
    "toolbox.register(\"population\", tools.initRepeat, list, toolbox.individual)\n",
    "toolbox.register(\"evaluate\", evaluate, df=load_data('附件一（训练集）.xlsx'))\n",
    "toolbox.register(\"mate\", tools.cxTwoPoint)\n",
    "toolbox.register(\"mutate\", tools.mutUniformInt, low=[0, 0, 0], up=[3, 2, 3], indpb=0.1)\n",
    "toolbox.register(\"select\", tools.selTournament, tournsize=5)\n",
    "\n",
    "# 优化函数\n",
    "def optimize_ga(df):\n",
    "    population = toolbox.population(n=100)\n",
    "    hof = tools.HallOfFame(1)\n",
    "    stats = tools.Statistics(lambda ind: ind.fitness.values)\n",
    "    stats.register(\"avg\", np.mean)\n",
    "    stats.register(\"min\", np.min)\n",
    "    stats.register(\"max\", np.max)\n",
    "    pop, log = algorithms.eaSimple(population, toolbox, cxpb=0.5, mutpb=0.1, ngen=100, stats=stats, halloffame=hof, verbose=True)\n",
    "    return hof[0], log\n",
    "\n",
    "# 运行优化\n",
    "best_solution, log = optimize_ga(df)\n",
    "\n",
    "# 绘图部分\n",
    "min_loss = log.select(\"min\")\n",
    "avg_loss = log.select(\"avg\")\n",
    "max_loss = log.select(\"max\")\n",
    "generations = list(range(len(min_loss)))\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(generations, min_loss, label=\"最小损耗\")\n",
    "plt.plot(generations, avg_loss, label=\"平均损耗\")\n",
    "plt.plot(generations, max_loss, label=\"最大损耗\")\n",
    "plt.xlabel(\"代数\")\n",
    "plt.ylabel(\"损耗 (w/m³)\")\n",
    "plt.title(\"遗传算法优化磁芯损耗进展\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.show()\n",
    "\n",
    "print(\"最佳解：\", best_solution)\n",
    "print(\"最佳解的温度：\", 25 + best_solution[0] * 65)\n",
    "print(\"最佳解的波形：\", ['正弦波', '三角波', '梯形波'][best_solution[1]])\n",
    "print(\"最佳解的材料：\", f'材料{best_solution[2]+1}')\n"
   ]
  }
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